# Query-level Safety Classification on General-domain Safety Benchmarks

Source: [Query-level Safety Classification on General-domain Safety Benchmarks](<https://www.sota2.com/research/sota/query-level-safety-classification-on-general-domain-safety-benchmarks>)

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

Data updated: 2026-05-29T08:53:09.723Z

Evaluation of model performance on general-domain query-level safety classification tasks, reporting 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 | Query-level safety classification |
| Dataset (including any stated split) | General-domain safety benchmarks Query-Level |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/query-level-safety-classification-on-general-domain-safety-benchmarks.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3Guard-Gen-8B | 86.78 | Not recorded | 6a191d76dbd7150506f826e5 |
| PolyGuard-Qwen-7B | 86.11 | Not recorded | 6a191d76dbd7150506f826e5 |
| Qwen3Guard-Gen-8B | 85.49 | Not recorded | 6a191d76dbd7150506f826e5 |
| FinGuard | 81 | Not recorded | 6a191d76dbd7150506f826e5 |
| Qwen3-8B | 79.18 | Not recorded | 6a191d76dbd7150506f826e5 |
| LlamaGuard3-8B | 75.63 | Not recorded | 6a191d76dbd7150506f826e5 |
| NemoGuard-8B | 71.74 | Not recorded | 6a191d76dbd7150506f826e5 |

### Qwen3Guard-Gen-8B

F1 Score: 86.78. Result ID: 6a195282fbc373592c13c455.

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

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

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

### PolyGuard-Qwen-7B

F1 Score: 86.11. Result ID: 6a195282fbc373592c13c454.

[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: 85.49. Result ID: 6a195282fbc373592c13c456.

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

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

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

### FinGuard

F1 Score: 81. Result ID: 6a195282fbc373592c13c458.

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

[Method origin 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: 79.18. Result ID: 6a195282fbc373592c13c457.

[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.

### LlamaGuard3-8B

F1 Score: 75.63. Result ID: 6a195282fbc373592c13c452.

[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: 71.74. Result ID: 6a195282fbc373592c13c453.

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

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

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