# Fact Verification on TrendFact (test)

Source: [Fact Verification on TrendFact (test)](<https://www.sota2.com/research/sota/fact-verification-on-trendfact-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-07-07T08:31:12.988Z

Evaluation of model performance on the test split of the TrendFact dataset for Fact Verification, reporting Accuracy, F1, Precision, and Recall.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Fact Verification |
| Dataset (including any stated split) | TrendFact (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/fact-verification-on-trendfact-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/fact-verification-on-trendfact-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/fact-verification-on-trendfact-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/fact-verification-on-trendfact-test.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| o1-preview | 78.98 | Not recorded | 68fa78b41e209131cea79de6 |
| DeepSeek-R1 | 77.92 | Not recorded | 68fa78b41e209131cea79de6 |
| GPT-4.1 | 72.29 | Not recorded | 68fa78b41e209131cea79de6 |
| QwQ-32B-Preview | 65.31 | Not recorded | 68fa78b41e209131cea79de6 |
| Qwen-72B-instruct | 65.14 | Not recorded | 68fa78b41e209131cea79de6 |
| DeepSeek-V3 | 63.74 | Not recorded | 68fa78b41e209131cea79de6 |
| CLAIMDECOMP | 59.35 | Not recorded | 68fa78b41e209131cea79de6 |
| PROGRAM-FC | 56.55 | Not recorded | 68fa78b41e209131cea79de6 |

### o1-preview

Accuracy: 78.98. Result ID: 6a4cb93660b88bb339c88efb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

### DeepSeek-R1

Accuracy: 77.92. Result ID: 6a4cb93660b88bb339c88efa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

### GPT-4.1

Accuracy: 72.29. Result ID: 6a4cb93660b88bb339c88ef9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

### QwQ-32B-Preview

Accuracy: 65.31. Result ID: 6a4cb93660b88bb339c88ef7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74bf1e209131cea6378d.md>)

[Implementation](<https://github.com/QwenLM/Qwen2>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

### Qwen-72B-instruct

Accuracy: 65.14. Result ID: 6a4cb93660b88bb339c88ef6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74bf1e209131cea6378d.md>)

[Implementation](<https://github.com/QwenLM/Qwen2>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

### DeepSeek-V3

Accuracy: 63.74. Result ID: 6a4cb93660b88bb339c88ef8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77001e209131cea7066a.md>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

### CLAIMDECOMP

Accuracy: 59.35. Result ID: 6a4cb93660b88bb339c88ef5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bf8c.md>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

### PROGRAM-FC

Accuracy: 56.55. Result ID: 6a4cb93660b88bb339c88ef4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea4547c.md>)

Recorded evaluation configuration: {"Evidence Condition":"Gold Evidence"}. This record does not assert independent reproduction.

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