# Tool Retrieval on Seal-Tools (test)

Source: [Tool Retrieval on Seal-Tools (test)](<https://www.sota2.com/research/sota/tool-retrieval-on-seal-tools-test>)

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

Data updated: 2026-05-12T08:20:35.036Z

Evaluation of model performance on the Tool Retrieval task using the test split of the Seal-Tools dataset, measured by Recall@1, Recall@5, and Recall@10.

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 Retrieval |
| Dataset (including any stated split) | Seal-Tools (test) |
| Metric | Recall@5 |
| 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

- [Recall@5](<https://www.sota2.com/research/sota/tool-retrieval-on-seal-tools-test.md?metric=Recall%405>): Higher is better; unit: PERCENT.

- [Recall@1](<https://www.sota2.com/research/sota/tool-retrieval-on-seal-tools-test.md?metric=Recall%401>): Higher is better; unit: PERCENT.

- [Recall@10](<https://www.sota2.com/research/sota/tool-retrieval-on-seal-tools-test.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@5 | Result date | Report paper |
| --- | --- | --- | --- |
| ToolScope | 88.4 | Not recorded | 68fc59573ef7ccd74e452479 |
| ToolShed | 87.6 | Not recorded | 68fc59573ef7ccd74e452479 |
| Dense | 58.9 | Not recorded | 68fc59573ef7ccd74e452479 |
| BM25 | 49 | Not recorded | 68fc59573ef7ccd74e452479 |
| DPR | 48 | Not recorded | 68fc59573ef7ccd74e452479 |

### ToolScope

Recall@5: 88.4. Result ID: 6a02e27147f34ce924e59623.

[Reporting paper](<https://www.sota2.com/research/paper/68fc59573ef7ccd74e452479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc59573ef7ccd74e452479.md>)

Recorded evaluation configuration: {"Configuration":"ToolScope"}. This record does not assert independent reproduction.

### ToolShed

Recall@5: 87.6. Result ID: 6a02e27147f34ce924e59622.

[Reporting paper](<https://www.sota2.com/research/paper/68fc59573ef7ccd74e452479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa754e1e209131cea66fcc.md>)

Recorded evaluation configuration: {"Configuration":"ToolShed"}. This record does not assert independent reproduction.

### Dense

Recall@5: 58.9. Result ID: 6a02e27147f34ce924e59620.

[Reporting paper](<https://www.sota2.com/research/paper/68fc59573ef7ccd74e452479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a6a.md>)

Recorded evaluation configuration: {"Configuration":"Dense"}. This record does not assert independent reproduction.

### BM25

Recall@5: 49. Result ID: 6a02e27147f34ce924e5961f.

[Reporting paper](<https://www.sota2.com/research/paper/68fc59573ef7ccd74e452479.md>)

Recorded evaluation configuration: {"Configuration":"BM25"}. This record does not assert independent reproduction.

### DPR

Recall@5: 48. Result ID: 6a02e27147f34ce924e59621.

[Reporting paper](<https://www.sota2.com/research/paper/68fc59573ef7ccd74e452479.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73341e209131cea5b25f.md>)

Recorded evaluation configuration: {"Configuration":"DPR"}. This record does not assert independent reproduction.

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