# Multi-label Value Detection on ValueEval

Source: [Multi-label Value Detection on ValueEval](<https://www.sota2.com/research/sota/multi-label-value-detection-on-valueeval>)

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

Data updated: 2026-05-28T06:41:55.663Z

Evaluation of models on Multi-label Value Detection performance using the ValueEval dataset, typically reporting Micro F1-score, Recall, and Precision.

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 | Multi-label Value Detection |
| Dataset (including any stated split) | ValueEval |
| Metric | Micro F1 |
| 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

- [Micro F1](<https://www.sota2.com/research/sota/multi-label-value-detection-on-valueeval.md?metric=Micro%20F1>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/multi-label-value-detection-on-valueeval.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/multi-label-value-detection-on-valueeval.md?metric=Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| Gemma3 | 34.14 | Not recorded | 6a17cbdfdbd7150506f810ed |
| Gemma3 | 34.07 | Not recorded | 6a17cbdfdbd7150506f810ed |
| Gemma3 | 34.06 | Not recorded | 6a17cbdfdbd7150506f810ed |
| Gemma3 | 33.91 | Not recorded | 6a17cbdfdbd7150506f810ed |
| Gpt-oss | 33.59 | Not recorded | 6a17cbdfdbd7150506f810ed |
| Llama4-scout | 32.75 | Not recorded | 6a17cbdfdbd7150506f810ed |
| DeepSeek-R1 | 32.27 | Not recorded | 6a17cbdfdbd7150506f810ed |
| Qwen3 | 32.16 | Not recorded | 6a17cbdfdbd7150506f810ed |

### Gemma3

Micro F1: 34.14. Result ID: 6a17e39efbc373592c11094f.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

Recorded evaluation configuration: {"Temperature":"1.0"}. This record does not assert independent reproduction.

### Gemma3

Micro F1: 34.07. Result ID: 6a17e39efbc373592c110950.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

Recorded evaluation configuration: {"Temperature":"1.0","Seed":"42"}. This record does not assert independent reproduction.

### Gemma3

Micro F1: 34.06. Result ID: 6a17e39efbc373592c11094a.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

Recorded evaluation configuration: {"Temperature":"0.0"}. This record does not assert independent reproduction.

### Gemma3

Micro F1: 33.91. Result ID: 6a17e39efbc373592c110951.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

Recorded evaluation configuration: {"Temperature":"1.0","Seed":"123"}. This record does not assert independent reproduction.

### Gpt-oss

Micro F1: 33.59. Result ID: 6a17e39efbc373592c11094b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

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

### Llama4-scout

Micro F1: 32.75. Result ID: 6a17e39efbc373592c11094c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

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

### DeepSeek-R1

Micro F1: 32.27. Result ID: 6a17e39efbc373592c11094d.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

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

### Qwen3

Micro F1: 32.16. Result ID: 6a17e39efbc373592c11094e.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbdfdbd7150506f810ed.md>)

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

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