# Financial Compliance Classification on FinGuard-Bench query-level

Source: [Financial Compliance Classification on FinGuard-Bench query-level](<https://www.sota2.com/research/sota/financial-compliance-classification-on-finguard-bench-query-level>)

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

Data updated: 2026-05-29T08:53:09.636Z

Evaluation of model performance on financial compliance classification tasks using the query-level subset of the FinGuard-Bench dataset, measured by F1 score.

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 | Financial Compliance Classification |
| Dataset (including any stated split) | FinGuard-Bench query-level |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/financial-compliance-classification-on-finguard-bench-query-level.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| FinGuard | 90.23 | Not recorded | 6a191d76dbd7150506f826e5 |
| FinGuard | 84.13 | Not recorded | 6a191d76dbd7150506f826e5 |
| Qwen3.5-397B-A17B | 78.68 | Not recorded | 6a191d76dbd7150506f826e5 |
| GPT-5.1 | 74.26 | Not recorded | 6a191d76dbd7150506f826e5 |
| Gemini-3.1-Flash | 61.28 | Not recorded | 6a191d76dbd7150506f826e5 |
| PolyGuard-Qwen-7B | 52.46 | Not recorded | 6a191d76dbd7150506f826e5 |
| Qwen3Guard-Gen-8B | 35.5 | Not recorded | 6a191d76dbd7150506f826e5 |
| Qwen3.5-9B | 33.63 | Not recorded | 6a191d76dbd7150506f826e5 |
| LlamaGuard3-8B | 23.94 | Not recorded | 6a191d76dbd7150506f826e5 |
| NemoGuard-8B | 16.97 | Not recorded | 6a191d76dbd7150506f826e5 |
| Qwen3-8B | 16.69 | Not recorded | 6a191d76dbd7150506f826e5 |
| Qwen3Guard-Gen-8B | 11.16 | Not recorded | 6a191d76dbd7150506f826e5 |

### FinGuard

F1 Score: 90.23. Result ID: 6a195282fbc373592c13c445.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

Recorded evaluation configuration: {"self-play":"true"}. This record does not assert independent reproduction.

### FinGuard

F1 Score: 84.13. Result ID: 6a195282fbc373592c13c444.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

Recorded evaluation configuration: {"self-play":"false"}. This record does not assert independent reproduction.

### Qwen3.5-397B-A17B

F1 Score: 78.68. Result ID: 6a195282fbc373592c13c43c.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-5.1

F1 Score: 74.26. Result ID: 6a195282fbc373592c13c43e.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695f39f053fdd5c361743ecb.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Gemini-3.1-Flash

F1 Score: 61.28. Result ID: 6a195282fbc373592c13c43d.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PolyGuard-Qwen-7B

F1 Score: 52.46. Result ID: 6a195282fbc373592c13c441.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a751e209131cea835e9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen3Guard-Gen-8B

F1 Score: 35.5. Result ID: 6a195282fbc373592c13c442.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c351e209131cea8d09c.md>)

Recorded evaluation configuration: {"mode":"strict"}. This record does not assert independent reproduction.

### Qwen3.5-9B

F1 Score: 33.63. Result ID: 6a195282fbc373592c13c43b.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LlamaGuard3-8B

F1 Score: 23.94. Result ID: 6a195282fbc373592c13c43f.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NemoGuard-8B

F1 Score: 16.97. Result ID: 6a195282fbc373592c13c440.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen3-8B

F1 Score: 16.69. Result ID: 6a195282fbc373592c13c43a.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen3Guard-Gen-8B

F1 Score: 11.16. Result ID: 6a195282fbc373592c13c443.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d76dbd7150506f826e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c351e209131cea8d09c.md>)

Recorded evaluation configuration: {"mode":"loose"}. This record does not assert independent reproduction.

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