# Tool-use Reasoning on ShopTrajQA 64k context

Source: [Tool-use Reasoning on ShopTrajQA 64k context](<https://www.sota2.com/research/sota/tool-use-reasoning-on-shoptrajqa-64k-context>)

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

Data updated: 2026-06-09T07:23:08.208Z

Evaluation of model performance on Tool-use Reasoning capabilities using the ShopTrajQA 64k context dataset, measured by accuracy.

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 | Tool-use Reasoning |
| Dataset (including any stated split) | ShopTrajQA 64k context |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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/tool-use-reasoning-on-shoptrajqa-64k-context.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-4B-SFT-RLVR | 60.1 | Not recorded | 6a279df790966ade919bf60d |
| gpt-oss-120B | 57.2 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-1.7B-SFT-RLVR | 51 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-4B | 47.6 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-4B-SFT | 41 | Not recorded | 6a279df790966ade919bf60d |
| gpt-oss-120B | 35.5 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-1.7B-SFT | 27.7 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-Coder-30B | 24.7 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-Coder-30B | 22.4 | Not recorded | 6a279df790966ade919bf60d |
| gpt-oss-20B | 21.4 | Not recorded | 6a279df790966ade919bf60d |
| gpt-oss-20B | 18.8 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-1.7B | 14.7 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-4B | 9.3 | Not recorded | 6a279df790966ade919bf60d |

### Qwen3-4B-SFT-RLVR

Accuracy: 60.1. Result ID: 6a27beeffbc373592c241938.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Training Stage":"SFT-RLVR"}. This record does not assert independent reproduction.

### gpt-oss-120B

Accuracy: 57.2. Result ID: 6a27beeffbc373592c241930.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Inference Mode":"pure text"}. This record does not assert independent reproduction.

### Qwen3-1.7B-SFT-RLVR

Accuracy: 51. Result ID: 6a27beeffbc373592c241934.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Training Stage":"SFT-RLVR"}. This record does not assert independent reproduction.

### Qwen3-4B

Accuracy: 47.6. Result ID: 6a27beeffbc373592c241935.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Inference Mode":"pure text"}. This record does not assert independent reproduction.

### Qwen3-4B-SFT

Accuracy: 41. Result ID: 6a27beeffbc373592c241937.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Training Stage":"SFT"}. This record does not assert independent reproduction.

### gpt-oss-120B

Accuracy: 35.5. Result ID: 6a27beeffbc373592c241931.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Inference Mode":"tool-calling"}. This record does not assert independent reproduction.

### Qwen3-1.7B-SFT

Accuracy: 27.7. Result ID: 6a27beeffbc373592c241933.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Training Stage":"SFT"}. This record does not assert independent reproduction.

### Qwen3-Coder-30B

Accuracy: 24.7. Result ID: 6a27beeffbc373592c24192e.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Inference Mode":"pure text"}. This record does not assert independent reproduction.

### Qwen3-Coder-30B

Accuracy: 22.4. Result ID: 6a27beeffbc373592c24192f.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Inference Mode":"tool-calling"}. This record does not assert independent reproduction.

### gpt-oss-20B

Accuracy: 21.4. Result ID: 6a27beeffbc373592c24192c.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Inference Mode":"pure text"}. This record does not assert independent reproduction.

### gpt-oss-20B

Accuracy: 18.8. Result ID: 6a27beeffbc373592c24192d.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Inference Mode":"tool-calling"}. This record does not assert independent reproduction.

### Qwen3-1.7B

Accuracy: 14.7. Result ID: 6a27beeffbc373592c241932.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Inference Mode":"tool-calling"}. This record does not assert independent reproduction.

### Qwen3-4B

Accuracy: 9.3. Result ID: 6a27beeffbc373592c241936.

[Reporting paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279df790966ade919bf60d.md>)

Recorded evaluation configuration: {"Inference Mode":"tool-calling"}. This record does not assert independent reproduction.

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