# Agent Performance on Tau-bench Telecom

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

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

Data updated: 2026-05-27T10:13:00.858Z

Evaluation of general agent performance specifically on the Telecom subset of the Tau-bench dataset, reporting Avg@4 and Pass@4 scores.

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 Telecom |
| Metric | Avg@4 Score |
| 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 Score](<https://www.sota2.com/research/sota/agent-performance-on-tau-bench-telecom.md?metric=Avg%404%20Score>): Higher is better; unit: PERCENT.

- [Pass@4 Score](<https://www.sota2.com/research/sota/agent-performance-on-tau-bench-telecom.md?metric=Pass%404%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Avg@4 Score | Result date | Report paper |
| --- | --- | --- | --- |
| NoisyAgent | 45.39 | Not recorded | 6a167ad3dbd7150506f80299 |
| GSPO | 43.86 | Not recorded | 6a167ad3dbd7150506f80299 |
| DAPO | 43.42 | Not recorded | 6a167ad3dbd7150506f80299 |
| GRPO | 41.67 | Not recorded | 6a167ad3dbd7150506f80299 |
| NoisyAgent | 40.79 | Not recorded | 6a167ad3dbd7150506f80299 |
| DAPO | 39.47 | Not recorded | 6a167ad3dbd7150506f80299 |
| GSPO | 39.04 | Not recorded | 6a167ad3dbd7150506f80299 |
| GRPO | 37.28 | Not recorded | 6a167ad3dbd7150506f80299 |
| Qwen3-32B | 28.95 | Not recorded | 6a167ad3dbd7150506f80299 |
| Qwen3-8B | 22.59 | Not recorded | 6a167ad3dbd7150506f80299 |

### NoisyAgent

Avg@4 Score: 45.39. Result ID: 6a16c399fbc373592c1080e4.

[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 Score: 43.86. Result ID: 6a16c399fbc373592c1080e3.

[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.

### DAPO

Avg@4 Score: 43.42. Result ID: 6a16c399fbc373592c1080e2.

[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.

### GRPO

Avg@4 Score: 41.67. Result ID: 6a16c399fbc373592c1080e1.

[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.

### NoisyAgent

Avg@4 Score: 40.79. Result ID: 6a16c399fbc373592c1080df.

[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.

### DAPO

Avg@4 Score: 39.47. Result ID: 6a16c399fbc373592c1080dd.

[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.

### GSPO

Avg@4 Score: 39.04. Result ID: 6a16c399fbc373592c1080de.

[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 Score: 37.28. Result ID: 6a16c399fbc373592c1080dc.

[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.

### Qwen3-32B

Avg@4 Score: 28.95. Result ID: 6a16c399fbc373592c1080e0.

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

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

### Qwen3-8B

Avg@4 Score: 22.59. Result ID: 6a16c399fbc373592c1080db.

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

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

Page 1 of 1. This is an index page, not the full collection.