# Agent & OpenClaw on PinchBench

Source: [Agent & OpenClaw on PinchBench](<https://www.sota2.com/research/sota/agent-and-openclaw-on-pinchbench>)

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

Data updated: 2026-04-06T08:48:47.266Z

Evaluation of agent performance specifically on the Agent & OpenClaw tasks within the PinchBench dataset, measured by Accuracy (Acc).

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 & OpenClaw |
| Dataset (including any stated split) | PinchBench |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/agent-and-openclaw-on-pinchbench.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-Next-80B-A3B | 83.7 | Not recorded | 69d33def7d0172140ec735fe |
| JoyAI-LLM Flash | 82.4 | Not recorded | 69d33def7d0172140ec735fe |
| Qwen3.5-35B-A3B | 81.7 | Not recorded | 69d33def7d0172140ec735fe |
| GLM-4.7-Flash-T | 74.5 | Not recorded | 69d33def7d0172140ec735fe |
| Qwen3-30B-A3B | 67 | Not recorded | 69d33def7d0172140ec735fe |

### Qwen3-Next-80B-A3B

Accuracy: 83.7. Result ID: 69d3736e47f34ce924bb62c4.

[Reporting paper](<https://www.sota2.com/research/paper/69d33def7d0172140ec735fe.md>)

Recorded evaluation configuration: {"#Token":"107700"}. This record does not assert independent reproduction.

### JoyAI-LLM Flash

Accuracy: 82.4. Result ID: 69d3736e47f34ce924bb62c8.

[Reporting paper](<https://www.sota2.com/research/paper/69d33def7d0172140ec735fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33def7d0172140ec735fe.md>)

Recorded evaluation configuration: {"#Token":"109100"}. This record does not assert independent reproduction.

### Qwen3.5-35B-A3B

Accuracy: 81.7. Result ID: 69d3736e47f34ce924bb62c5.

[Reporting paper](<https://www.sota2.com/research/paper/69d33def7d0172140ec735fe.md>)

Recorded evaluation configuration: {"#Token":"85900"}. This record does not assert independent reproduction.

### GLM-4.7-Flash-T

Accuracy: 74.5. Result ID: 69d3736e47f34ce924bb62c7.

[Reporting paper](<https://www.sota2.com/research/paper/69d33def7d0172140ec735fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a891e209131cea83c41.md>)

Recorded evaluation configuration: {"#Token":"88200"}. This record does not assert independent reproduction.

### Qwen3-30B-A3B

Accuracy: 67. Result ID: 69d3736e47f34ce924bb62c6.

[Reporting paper](<https://www.sota2.com/research/paper/69d33def7d0172140ec735fe.md>)

Recorded evaluation configuration: {"#Token":"210400"}. This record does not assert independent reproduction.

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