CLAIMBOUND / SOURCE-PUBLICATION EVIDENCE

Banking

70 distinct source statements, not 70 independently proven facts. 70 results use an official primary source; 0 retain their explicitly limited Wikidata publication boundary.

Every card identifies what it proves, what it does not prove, its exact quote, locator, source hash, and local rerun command.

70 / 70primary-source statements
0 / 70independent ClaimBound reruns
CB7K-DOM031-C01registry slot CB7K-DOM031-T01-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

1. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 8

Narrow public claim

“Basis points” refers to hundredths of 1 percentage point (for example, 25 basis points are equivalent to ¼ of percentage point).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 8
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
“Basis points” refers to hundredths of 1 percentage point (for example, 25 basis points are equivalent to ¼ of percentage point).
CB7K-DOM031-C02registry slot CB7K-DOM031-T01-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

2. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 8

Narrow public claim

As used in this report, the terms “country” and “economy” do not in all cases refer to a territorial entity that is a state as understood by international law and practice.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 8
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
As used in this report, the terms “country” and “economy” do not in all cases refer to a territorial entity that is a state as understood by international law and practice.
CB7K-DOM031-C03registry slot CB7K-DOM031-T01-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

3. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 9

Narrow public claim

Corrections and Revisions The data and analysis appearing in the Global Financial Stability Report are compiled by IMF staff at the time of publication.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 9
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
Corrections and Revisions The data and analysis appearing in the Global Financial Stability Report are compiled by IMF staff at the time of publication.
CB7K-DOM031-C04registry slot CB7K-DOM031-T01-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

4. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 9

Narrow public claim

Digital Multiple digital editions of the Global Financial Stability Report, including ePub, enhanced PDF, and HTML, are available on the IMF eLibrary at elibrary.IMF.org/Apr24GFSR.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 9
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
Digital Multiple digital editions of the Global Financial Stability Report, including ePub, enhanced PDF, and HTML, are available on the IMF eLibrary at elibrary.IMF.org/Apr24GFSR.
CB7K-DOM031-C05registry slot CB7K-DOM031-T01-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

5. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 10

Narrow public claim

In normal times, the report seeks to play a role in preventing crises by highlighting policies that may mitigate systemic risks, thereby contributing to global financial stability and the sustained economic growth of the IMF’s member countries.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 10
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
In normal times, the report seeks to play a role in preventing crises by highlighting policies that may mitigate systemic risks, thereby contributing to global financial stability and the sustained economic growth of the IMF’s member countries.
CB7K-DOM031-C06registry slot CB7K-DOM031-T01-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

6. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 10

Narrow public claim

The report benefited from comments and suggestions from staff in other IMF departments, as well as from Executive Directors following their discussions of the GFSR on April 3, 2024.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 10
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
The report benefited from comments and suggestions from staff in other IMF departments, as well as from Executive Directors following their discussions of the GFSR on April 3, 2024.
CB7K-DOM031-C07registry slot CB7K-DOM031-T01-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

7. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 14

Narrow public claim

Although banks appear well positioned to absorb CRE losses in aggregate, certain countries may experience more strains given that their banks hold large amounts of CRE loans (Figure ES.4), especially if these holdings are concentrated in CRE segments experiencing weak demand.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 14
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
Although banks appear well positioned to absorb CRE losses in aggregate, certain countries may experience more strains given that their banks hold large amounts of CRE loans (Figure ES.4), especially if these holdings are concentrated in CRE segments experiencing weak demand.
CB7K-DOM031-C08registry slot CB7K-DOM031-T01-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

8. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 14

Narrow public claim

Still, household debt sustainability ratios are at modest levels globally, and a surge in residential mortgage defaults remains a tail risk.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 14
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

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Exact source quote
Still, household debt sustainability ratios are at modest levels globally, and a surge in residential mortgage defaults remains a tail risk.
CB7K-DOM031-C09registry slot CB7K-DOM031-T01-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

9. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 15

Narrow public claim

Also, increasing evidence shows that cash liquidity buffers for firms in advanced economies and emerging markets eroded further over 2023, owing to still-high global interest rates.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 15
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
Also, increasing evidence shows that cash liquidity buffers for firms in advanced economies and emerging markets eroded further over 2023, owing to still-high global interest rates.
CB7K-DOM031-C10registry slot CB7K-DOM031-T01-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

10. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 15

Narrow public claim

As of the third quarter of 2023, the share of small firms with a cash-to-interest-expense ratio below 1 was around one-third in advanced economies and more than half in emerging markets.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 15
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
As of the third quarter of 2023, the share of small firms with a cash-to-interest-expense ratio below 1 was around one-third in advanced economies and more than half in emerging markets.
CB7K-DOM031-C11registry slot CB7K-DOM031-T02-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

11. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 21

Narrow public claim

Many emerging markets have shown resilience, and some frontier economies have taken advantage of buoyant risk appetite to issue international debt.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 21
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
Many emerging markets have shown resilience, and some frontier economies have taken advantage of buoyant risk appetite to issue international debt.
CB7K-DOM031-C12registry slot CB7K-DOM031-T02-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

12. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 21

Narrow public claim

The global economy appears increasingly likely to achieve a soft landing, and cracks in the financial system exposed by high interest rates have not ruptured further.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 21
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

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Exact source quote
The global economy appears increasingly likely to achieve a soft landing, and cracks in the financial system exposed by high interest rates have not ruptured further.
CB7K-DOM031-C13registry slot CB7K-DOM031-T02-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

13. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 25

Narrow public claim

Distributions in panels 3 and 4 are constructed from survey forecast responses, submitted by economists and market participants to Bloomberg.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 25
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

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Exact source quote
Distributions in panels 3 and 4 are constructed from survey forecast responses, submitted by economists and market participants to Bloomberg.
CB7K-DOM031-C14registry slot CB7K-DOM031-T02-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

14. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 26

Narrow public claim

Short-term interest rate uncertainty is captured by 1y1y at-the-money swaption-implied volatility.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 26
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Short-term interest rate uncertainty is captured by 1y1y at-the-money swaption-implied volatility.
CB7K-DOM031-C15registry slot CB7K-DOM031-T02-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

15. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 26

Narrow public claim

1y1y = one-year, one-year forward; ECB = European Central Bank; EUR = euro; GFSR = Global Financial Stability Report; MOVE = Merrill Lynch Option Volatility Estimate.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 26
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
1y1y = one-year, one-year forward; ECB = European Central Bank; EUR = euro; GFSR = Global Financial Stability Report; MOVE = Merrill Lynch Option Volatility Estimate.
CB7K-DOM031-C16registry slot CB7K-DOM031-T02-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

16. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 27

Narrow public claim

Evolution of Long-Term Rates Long-term bond yields across major advanced and emerging market economies have declined, on net, since the October 2023 GFSR, in most cases, driven by a fall in expected path of short-term rates as well as term premiums.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 27
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Evolution of Long-Term Rates Long-term bond yields across major advanced and emerging market economies have declined, on net, since the October 2023 GFSR, in most cases, driven by a fall in expected path of short-term rates as well as term premiums.
CB7K-DOM031-C17registry slot CB7K-DOM031-T02-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

17. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 27

Narrow public claim

In panel 4, time periods for Federal Reserve tightening cycles are based on Blinder (2023).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 27
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panel 4, time periods for Federal Reserve tightening cycles are based on Blinder (2023).
CB7K-DOM031-C18registry slot CB7K-DOM031-T02-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

18. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 28

Narrow public claim

AE = advanced economies; GFSR = Global Financial Stability Report; EMs = emerging markets.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 28
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
AE = advanced economies; GFSR = Global Financial Stability Report; EMs = emerging markets.
CB7K-DOM031-C19registry slot CB7K-DOM031-T02-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

19. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 29

Narrow public claim

Year-over-year growth in expected earnings have steadily increased since July 2023 for S&P 500 and Russell 2000.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 29
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Year-over-year growth in expected earnings have steadily increased since July 2023 for S&P 500 and Russell 2000.
CB7K-DOM031-C20registry slot CB7K-DOM031-T02-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

20. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 30

Narrow public claim

For details, see Online Annex 1.1 in the October 2018 Global Financial Stability Report.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 30
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t02_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
For details, see Online Annex 1.1 in the October 2018 Global Financial Stability Report.
CB7K-DOM031-C21registry slot CB7K-DOM031-T03-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

21. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 33

Narrow public claim

Changes in valuation of high-quality properties owned by institutional investors (right scale) are computed as of January 2024.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 33
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Changes in valuation of high-quality properties owned by institutional investors (right scale) are computed as of January 2024.
CB7K-DOM031-C22registry slot CB7K-DOM031-T03-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

22. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 33

Narrow public claim

In panel 2, the liquidity score uses a combination of absolute and relative measures to calculate market liquidity, including percentage of global cross-border investment, share of institutional investment, and volume and number of unique buyers.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 33
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panel 2, the liquidity score uses a combination of absolute and relative measures to calculate market liquidity, including percentage of global cross-border investment, share of institutional investment, and volume and number of unique buyers.
CB7K-DOM031-C23registry slot CB7K-DOM031-T03-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

23. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 36

Narrow public claim

Data are as of the third quarter of 2023, except Italy and Korea (2023:Q2), Australia and Germany (2023:Q1), and South Africa (2022:Q3).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 36
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Data are as of the third quarter of 2023, except Italy and Korea (2023:Q2), Australia and Germany (2023:Q1), and South Africa (2022:Q3).
CB7K-DOM031-C24registry slot CB7K-DOM031-T03-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

24. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 36

Narrow public claim

Some banking systems would have substantially lower ratios if non-CRE loans collateralized by commercial properties are excluded.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 36
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Some banking systems would have substantially lower ratios if non-CRE loans collateralized by commercial properties are excluded.
CB7K-DOM031-C25registry slot CB7K-DOM031-T03-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

25. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 38

Narrow public claim

Mortgage interest rates data for Australia, Norway, and the United States include information until the fourth quarter of 2023.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 38
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Mortgage interest rates data for Australia, Norway, and the United States include information until the fourth quarter of 2023.
CB7K-DOM031-C26registry slot CB7K-DOM031-T03-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

26. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 38

Narrow public claim

The panel shows changes of debt-service to income ratios in the third quarter of 2023 (latest available), year over year, under two alternative scenarios for the fourth quarter of 2023.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 38
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The panel shows changes of debt-service to income ratios in the third quarter of 2023 (latest available), year over year, under two alternative scenarios for the fourth quarter of 2023.
CB7K-DOM031-C27registry slot CB7K-DOM031-T03-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

27. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 39

Narrow public claim

Commodities include implied volatility of oil and gold as well as 180-day realized volatility of weekly returns for bitcoin.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 39
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Commodities include implied volatility of oil and gold as well as 180-day realized volatility of weekly returns for bitcoin.
CB7K-DOM031-C28registry slot CB7K-DOM031-T03-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

28. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 39

Narrow public claim

Panel 2 shows the difference between S&P option-implied volatility and a forward-model-based volatility estimated using the Glosten-Jagannathan-Runkle generalized autoregressive conditional heteroskedasticity model.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 39
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Panel 2 shows the difference between S&P option-implied volatility and a forward-model-based volatility estimated using the Glosten-Jagannathan-Runkle generalized autoregressive conditional heteroskedasticity model.
CB7K-DOM031-C29registry slot CB7K-DOM031-T03-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

29. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 40

Narrow public claim

This may potentially underestimate the overall share of passive investing as it does not include other vehicles such as index trackers that are also associated with passive investing.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 40
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
This may potentially underestimate the overall share of passive investing as it does not include other vehicles such as index trackers that are also associated with passive investing.
CB7K-DOM031-C30registry slot CB7K-DOM031-T03-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

30. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 40

Narrow public claim

Panel 3 uses the iShares iBoxx $ High Yield Corporate Bond and the iShares J.P.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 40
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t03_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Panel 3 uses the iShares iBoxx $ High Yield Corporate Bond and the iShares J.P.
CB7K-DOM031-C31registry slot CB7K-DOM031-T04-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

31. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 44

Narrow public claim

In panel 2, yield decomposition is calculated by IMF staff using ACM methodology.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 44
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panel 2, yield decomposition is calculated by IMF staff using ACM methodology.
CB7K-DOM031-C32registry slot CB7K-DOM031-T04-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

32. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 45

Narrow public claim

Average maturity of local currency government debt in panel 4 is a simple average of 14 major sovereigns with all data as of March 28, 2024.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 45
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Average maturity of local currency government debt in panel 4 is a simple average of 14 major sovereigns with all data as of March 28, 2024.
CB7K-DOM031-C33registry slot CB7K-DOM031-T04-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

33. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 45

Narrow public claim

CDS = credit default swap; CEEMA = Central and Eastern Europe, Middle East, and Africa; EM = emerging market; GFSR = Global Financial Stability Report; HC = hard currency; LatAm = Latin America.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 45
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
CDS = credit default swap; CEEMA = Central and Eastern Europe, Middle East, and Africa; EM = emerging market; GFSR = Global Financial Stability Report; HC = hard currency; LatAm = Latin America.
CB7K-DOM031-C34registry slot CB7K-DOM031-T04-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

34. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 48

Narrow public claim

In panels 3 and 4, the ranking of public finance conditions is based on local governments’ general budget deficit and official debt.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 48
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panels 3 and 4, the ranking of public finance conditions is based on local governments’ general budget deficit and official debt.
CB7K-DOM031-C35registry slot CB7K-DOM031-T04-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

35. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 52

Narrow public claim

US corporate bond spreads are narrower than model values based on macro fundamentals.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 52
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
US corporate bond spreads are narrower than model values based on macro fundamentals.
CB7K-DOM031-C36registry slot CB7K-DOM031-T04-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

36. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 52

Narrow public claim

EPS = earnings per share; GFSR = Global Financial Stability Report ; HY = high yield; IG = investment grade.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 52
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
EPS = earnings per share; GFSR = Global Financial Stability Report ; HY = high yield; IG = investment grade.
CB7K-DOM031-C37registry slot CB7K-DOM031-T04-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

37. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 53

Narrow public claim

In panel 2, US bankruptcies are counted as the sum of Chapters 7 and 11.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 53
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panel 2, US bankruptcies are counted as the sum of Chapters 7 and 11.
CB7K-DOM031-C38registry slot CB7K-DOM031-T04-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

38. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 53

Narrow public claim

The index is 12-month moving average of the spread and annualized.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 53
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The index is 12-month moving average of the spread and annualized.
CB7K-DOM031-C39registry slot CB7K-DOM031-T04-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

39. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 54

Narrow public claim

Projections of the real risk premium are obtained using parametric bootstrap techniques and considering a range of forecasts for Federal Reserve holdings by year-end 2025, as shown in the latest Primary Dealer Survey.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 54
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t04_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Projections of the real risk premium are obtained using parametric bootstrap techniques and considering a range of forecasts for Federal Reserve holdings by year-end 2025, as shown in the latest Primary Dealer Survey.
CB7K-DOM031-C40registry slot CB7K-DOM031-T04-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

40. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 54

Narrow public claim

The ellipses shown delineate the 68 and 95 percent CIs, within which the projected real risk premium is expected to fall.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 54
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Exact source quote
The ellipses shown delineate the 68 and 95 percent CIs, within which the projected real risk premium is expected to fall.
CB7K-DOM031-C41registry slot CB7K-DOM031-T05-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

41. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 59

Narrow public claim

Values in panel 3 are standardized by z-scores based on aggregate consensus forecast data as of the fourth quarter of 2023; larger values along a given axis signify more risks along that characteristic.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 59
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Exact source quote
Values in panel 3 are standardized by z-scores based on aggregate consensus forecast data as of the fourth quarter of 2023; larger values along a given axis signify more risks along that characteristic.
CB7K-DOM031-C42registry slot CB7K-DOM031-T05-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

42. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 59

Narrow public claim

See Chapter 2 and Chapter 2 Online Annex 2.1 for definitions of KRIs in the October 2023 Global Financial Stability Report.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 59
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Exact source quote
See Chapter 2 and Chapter 2 Online Annex 2.1 for definitions of KRIs in the October 2023 Global Financial Stability Report.
CB7K-DOM031-C43registry slot CB7K-DOM031-T05-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

43. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 60

Narrow public claim

The 12 major EMs are Brazil, Chile, Colombia, Hungary, India, Indonesia, Malaysia, Mexico, the Philippines, Poland, South Africa, and Türkiye.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 60
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Exact source quote
The 12 major EMs are Brazil, Chile, Colombia, Hungary, India, Indonesia, Malaysia, Mexico, the Philippines, Poland, South Africa, and Türkiye.
CB7K-DOM031-C44registry slot CB7K-DOM031-T05-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

44. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 60

Narrow public claim

Panels 2 and 3 show the impulse response functions to a 10-basis point sovereign spread shock from a panel VAR (1), with sovereign CDS spreads ordered before average bank CDS spreads.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 60
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Exact source quote
Panels 2 and 3 show the impulse response functions to a 10-basis point sovereign spread shock from a panel VAR (1), with sovereign CDS spreads ordered before average bank CDS spreads.
CB7K-DOM031-C45registry slot CB7K-DOM031-T05-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

45. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 64

Narrow public claim

All banks should be required to periodically test their access to central bank instruments.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 64
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Exact source quote
All banks should be required to periodically test their access to central bank instruments.
CB7K-DOM031-C46registry slot CB7K-DOM031-T05-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

46. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 68

Narrow public claim

For the corporate sector, improvement in near-term risk is accompanied by more than proportionate deterioration in medium-term risk.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 68
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Exact source quote
For the corporate sector, improvement in near-term risk is accompanied by more than proportionate deterioration in medium-term risk.
CB7K-DOM031-C47registry slot CB7K-DOM031-T05-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

47. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 68

Narrow public claim

The conditional forecast density model employed for the United States in panels 3 and 4 augments information on current-quarter credit growth and financial conditions (see the October 2023 Global Financial Stability Report) with quarterly credit growth rates for corporate and household sector provided by domestic banks and all other sectors of the economy.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 68
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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Exact source quote
The conditional forecast density model employed for the United States in panels 3 and 4 augments information on current-quarter credit growth and financial conditions (see the October 2023 Global Financial Stability Report) with quarterly credit growth rates for corporate and household sector provided by domestic banks and all other sectors of the economy.
CB7K-DOM031-C48registry slot CB7K-DOM031-T05-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

48. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 69

Narrow public claim

Panel 2, high CRE concentration measured by CRE exposure to Tier 1 capital plus the allowance for credit losses above 300 percent, uninsured deposits based on call report data for banks with total assets of more than $1 billion, and red dots correspond to unrealized losses of 25 percent or more of Tier 1 capital as of fourth quarter 2023.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 69
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t05_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Panel 2, high CRE concentration measured by CRE exposure to Tier 1 capital plus the allowance for credit losses above 300 percent, uninsured deposits based on call report data for banks with total assets of more than $1 billion, and red dots correspond to unrealized losses of 25 percent or more of Tier 1 capital as of fourth quarter 2023.
CB7K-DOM031-C49registry slot CB7K-DOM031-T05-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

49. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 73

Narrow public claim

Firms borrowing private credit tend to be smaller and riskier than their public market counterparts, and the sector has never experienced a severe economic downturn at its current size and scope.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 73
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
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Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

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Exact source quote
Firms borrowing private credit tend to be smaller and riskier than their public market counterparts, and the sector has never experienced a severe economic downturn at its current size and scope.
CB7K-DOM031-C50registry slot CB7K-DOM031-T05-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

50. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 73

Narrow public claim

Assessing overall financial stability risks of this asset class is challenging because the data needed to fully analyze these risks are unavailable.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 73
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

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Exact source quote
Assessing overall financial stability risks of this asset class is challenging because the data needed to fully analyze these risks are unavailable.
CB7K-DOM031-C51registry slot CB7K-DOM031-T06-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

51. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 75

Narrow public claim

In panel 2, the measure of assets under management includes those from private credit funds, business development companies, and middle-market collateralized debt obligations, with the last two being mostly US focused, from 2000 to June 2023.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 75
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panel 2, the measure of assets under management includes those from private credit funds, business development companies, and middle-market collateralized debt obligations, with the last two being mostly US focused, from 2000 to June 2023.
CB7K-DOM031-C52registry slot CB7K-DOM031-T06-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

52. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 80

Narrow public claim

Average annual credit losses are computed for a 10-year window between 2013 and 2022.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 80
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Average annual credit losses are computed for a 10-year window between 2013 and 2022.
CB7K-DOM031-C53registry slot CB7K-DOM031-T06-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

53. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 85

Narrow public claim

Public BDCs provide additional transparency, as they cater to a broad range of equity and bond investors.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 85
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Public BDCs provide additional transparency, as they cater to a broad range of equity and bond investors.
CB7K-DOM031-C54registry slot CB7K-DOM031-T06-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

54. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 86

Narrow public claim

The impulse response function is based on an AR(1) model using quarterly data.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 86
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The impulse response function is based on an AR(1) model using quarterly data.
CB7K-DOM031-C55registry slot CB7K-DOM031-T06-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

55. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 89

Narrow public claim

Derivatives/total assets: 2016 Sources: Bloomberg Finance L.P.; individual annual reports of selected pension funds; Preqin; and IMF staff calculations.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 89
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Derivatives/total assets: 2016 Sources: Bloomberg Finance L.P.; individual annual reports of selected pension funds; Preqin; and IMF staff calculations.
CB7K-DOM031-C56registry slot CB7K-DOM031-T06-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

56. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 89

Narrow public claim

Note that the calculation in panel 3 is based on 21 of the pension funds in the sample for which data on allocation to private credit funds was found in Preqin.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 89
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Note that the calculation in panel 3 is based on 21 of the pension funds in the sample for which data on allocation to private credit funds was found in Preqin.
CB7K-DOM031-C57registry slot CB7K-DOM031-T06-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

57. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 90

Narrow public claim

The global insurers estimate in panel 2 is calculated from a sample of 50 selected large insurance groups from 19 jurisdictions across Europe, North America, Asia, and Australia.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 90
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The global insurers estimate in panel 2 is calculated from a sample of 50 selected large insurance groups from 19 jurisdictions across Europe, North America, Asia, and Australia.
CB7K-DOM031-C58registry slot CB7K-DOM031-T06-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

58. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 90

Narrow public claim

The US insurers’ risk-capital ratio is based on a sample of the largest 20 US insurers.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 90
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The US insurers’ risk-capital ratio is based on a sample of the largest 20 US insurers.
CB7K-DOM031-C59registry slot CB7K-DOM031-T06-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

59. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 92

Narrow public claim

Relevant regulators and supervisors should coor dinate to address data gaps and enhance their reporting requirements to monitor emerging risks.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 92
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Relevant regulators and supervisors should coor dinate to address data gaps and enhance their reporting requirements to monitor emerging risks.
CB7K-DOM031-C60registry slot CB7K-DOM031-T06-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

60. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 97

Narrow public claim

Most direct reported losses from cyberattacks are small, around $0.5 million, but the risk of extreme losses—at least as large as $2.5 billion—has increased.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 97
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Most direct reported losses from cyberattacks are small, around $0.5 million, but the risk of extreme losses—at least as large as $2.5 billion—has increased.
CB7K-DOM031-C61registry slot CB7K-DOM031-T07-G01PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

61. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 97

Narrow public claim

The financial sector is highly exposed to cyber risks, with nearly one-fifth of all incidents affecting financial firms.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 97
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
The financial sector is highly exposed to cyber risks, with nearly one-fifth of all incidents affecting financial firms.
CB7K-DOM031-C62registry slot CB7K-DOM031-T07-G02PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

62. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 98

Narrow public claim

“Affected count” is the total accumulated number of parties with data breached or stolen, or devices compromised, depending on the type of event.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 98
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
“Affected count” is the total accumulated number of parties with data breached or stolen, or devices compromised, depending on the type of event.
CB7K-DOM031-C63registry slot CB7K-DOM031-T07-G03PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

63. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 99

Narrow public claim

Data for more recent periods may be underestimated because of delayed reporting of cyber events.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 99
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Data for more recent periods may be underestimated because of delayed reporting of cyber events.
CB7K-DOM031-C64registry slot CB7K-DOM031-T07-G04PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

64. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 104

Narrow public claim

In panel 2, data labels use International Organization for Standardization (ISO) country codes.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 104
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panel 2, data labels use International Organization for Standardization (ISO) country codes.
CB7K-DOM031-C65registry slot CB7K-DOM031-T07-G05PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

65. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 105

Narrow public claim

Small firms are firms with total assets below the 25th percentile of the sample distribution.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 105
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Small firms are firms with total assets below the 25th percentile of the sample distribution.
CB7K-DOM031-C66registry slot CB7K-DOM031-T07-G06PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

66. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 105

Narrow public claim

Malicious events include cyber extortion, malicious data breach, identity fraudulent use/account access, network and website disruption, phishing, spoofing, social engineering, skimming, and physical tampering (see Online Annex 3.1).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 105
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Malicious events include cyber extortion, malicious data breach, identity fraudulent use/account access, network and website disruption, phishing, spoofing, social engineering, skimming, and physical tampering (see Online Annex 3.1).
CB7K-DOM031-C67registry slot CB7K-DOM031-T07-G07PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

67. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 107

Narrow public claim

Teleworkability groups (low, medium, high) are based on Dingel and Nieman (2020).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 107
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Teleworkability groups (low, medium, high) are based on Dingel and Nieman (2020).
CB7K-DOM031-C68registry slot CB7K-DOM031-T07-G08PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

68. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 112

Narrow public claim

In panel 2, the MSCI Privacy & Data Security Management Score measures how well a company manages the risk and opportunities, with higher scores indicating better management.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 112
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
In panel 2, the MSCI Privacy & Data Security Management Score measures how well a company manages the risk and opportunities, with higher scores indicating better management.
CB7K-DOM031-C69registry slot CB7K-DOM031-T07-G09PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

69. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 112

Narrow public claim

Panels 3 to 5 are based on an IMF survey of 74 EMDEs comprising 43 questions on various aspects of cybersecurity.

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 112
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
Panels 3 to 5 are based on an IMF survey of 74 EMDEs comprising 43 questions on various aspects of cybersecurity.
CB7K-DOM031-C70registry slot CB7K-DOM031-T07-G10PASSED: EXACT PRIMARY-SOURCE STATEMENT FOUND

70. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 117

Narrow public claim

To achieve these objectives, the SWIFT Customer Security Controls Framework v2024 contains security controls, 25 of which are mandatory (SWIFT 2023).

What this card proves

The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.

What this card does not prove

It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.

Primary source
IMF Global Financial Stability Report, April 2024: The Last Mile
Section locator
PDF page 117
Captured
2026-08-17
Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3
Reproduction
Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally

Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.

python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t07_primary_claims.json --source-file <local-raw-pdf>
Exact source quote
To achieve these objectives, the SWIFT Customer Security Controls Framework v2024 contains security controls, 25 of which are mandatory (SWIFT 2023).