# Tool-use Reasoning on ShopTrajQA 32k context

Source: [Tool-use Reasoning on ShopTrajQA 32k context](<https://www.sota2.com/research/sota/tool-use-reasoning-on-shoptrajqa-32k-context>)

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

Data updated: 2026-06-09T07:23:08.168Z

Evaluation of model performance on Tool-use Reasoning capabilities using the ShopTrajQA 32k 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 32k context |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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-32k-context.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| gpt-oss-120B | 62.6 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-4B-SFT-RLVR | 62.5 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-1.7B-SFT-RLVR | 59.2 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-4B | 48 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-Coder-30B | 38.4 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-4B-SFT | 36.4 | Not recorded | 6a279df790966ade919bf60d |
| gpt-oss-120B | 28.7 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-1.7B-SFT | 28.1 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-Coder-30B | 25 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-1.7B | 23 | Not recorded | 6a279df790966ade919bf60d |
| gpt-oss-20B | 22.3 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-1.7B | 17.3 | Not recorded | 6a279df790966ade919bf60d |
| gpt-oss-20B | 17.1 | Not recorded | 6a279df790966ade919bf60d |
| Qwen3-4B | 13.8 | Not recorded | 6a279df790966ade919bf60d |

### gpt-oss-120B

Accuracy: 62.6. Result ID: 6a27beeffbc373592c241922.

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

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

### Qwen3-4B-SFT-RLVR

Accuracy: 62.5. Result ID: 6a27beeffbc373592c24192b.

[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.

### Qwen3-1.7B-SFT-RLVR

Accuracy: 59.2. Result ID: 6a27beeffbc373592c241927.

[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: 48. Result ID: 6a27beeffbc373592c241928.

[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-Coder-30B

Accuracy: 38.4. Result ID: 6a27beeffbc373592c241920.

[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.

### Qwen3-4B-SFT

Accuracy: 36.4. Result ID: 6a27beeffbc373592c24192a.

[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: 28.7. Result ID: 6a27beeffbc373592c241923.

[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: 28.1. Result ID: 6a27beeffbc373592c241926.

[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: 25. Result ID: 6a27beeffbc373592c241921.

[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.

### Qwen3-1.7B

Accuracy: 23. Result ID: 6a27beeffbc373592c241924.

[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.

### gpt-oss-20B

Accuracy: 22.3. Result ID: 6a27beeffbc373592c24191e.

[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

Accuracy: 17.3. Result ID: 6a27beeffbc373592c241925.

[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.

### gpt-oss-20B

Accuracy: 17.1. Result ID: 6a27beeffbc373592c24191f.

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

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

### Qwen3-4B

Accuracy: 13.8. Result ID: 6a27beeffbc373592c241929.

[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.

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