# Agent Performance on Tau-bench Retail

Source: [Agent Performance on Tau-bench Retail](<https://www.sota2.com/research/sota/agent-performance-on-tau-bench-retail>)

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

Data updated: 2026-05-27T10:13:00.837Z

Evaluation of agent performance specifically on the Retail subset of the Tau-bench dataset, measured using Avg@4 and Pass@4 metrics.

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 | Agent Performance |
| Dataset (including any stated split) | Tau-bench Retail |
| Metric | Avg@4 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Avg@4](<https://www.sota2.com/research/sota/agent-performance-on-tau-bench-retail.md?metric=Avg%404>): Higher is better; unit: PERCENT.

- [Pass@4](<https://www.sota2.com/research/sota/agent-performance-on-tau-bench-retail.md?metric=Pass%404>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Avg@4 | Result date | Report paper |
| --- | --- | --- | --- |
| NoisyAgent | 60.31 | Not recorded | 6a167ad3dbd7150506f80299 |
| GSPO | 58.55 | Not recorded | 6a167ad3dbd7150506f80299 |
| GRPO | 58.11 | Not recorded | 6a167ad3dbd7150506f80299 |
| DAPO | 56.58 | Not recorded | 6a167ad3dbd7150506f80299 |
| Qwen3-32B | 49.12 | Not recorded | 6a167ad3dbd7150506f80299 |
| NoisyAgent | 47.59 | Not recorded | 6a167ad3dbd7150506f80299 |
| GSPO | 46.49 | Not recorded | 6a167ad3dbd7150506f80299 |
| GRPO | 46.05 | Not recorded | 6a167ad3dbd7150506f80299 |
| DAPO | 44.52 | Not recorded | 6a167ad3dbd7150506f80299 |
| Qwen3-8B | 35.31 | Not recorded | 6a167ad3dbd7150506f80299 |

### NoisyAgent

Avg@4: 60.31. Result ID: 6a16c399fbc373592c1080d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-32B"}. This record does not assert independent reproduction.

### GSPO

Avg@4: 58.55. Result ID: 6a16c399fbc373592c1080cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a481e209131cea8231d.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-32B"}. This record does not assert independent reproduction.

### GRPO

Avg@4: 58.11. Result ID: 6a16c399fbc373592c1080cd.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"backbone":"Qwen3-32B"}. This record does not assert independent reproduction.

### DAPO

Avg@4: 56.58. Result ID: 6a16c399fbc373592c1080ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-32B"}. This record does not assert independent reproduction.

### Qwen3-32B

Avg@4: 49.12. Result ID: 6a16c399fbc373592c1080cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-32B"}. This record does not assert independent reproduction.

### NoisyAgent

Avg@4: 47.59. Result ID: 6a16c399fbc373592c1080cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### GSPO

Avg@4: 46.49. Result ID: 6a16c399fbc373592c1080ca.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a481e209131cea8231d.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### GRPO

Avg@4: 46.05. Result ID: 6a16c399fbc373592c1080c8.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### DAPO

Avg@4: 44.52. Result ID: 6a16c399fbc373592c1080c9.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### Qwen3-8B

Avg@4: 35.31. Result ID: 6a16c399fbc373592c1080c7.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ad3dbd7150506f80299.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

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