# Tool Retrieval on ToolRet CN v1.0 (test)

Source: [Tool Retrieval on ToolRet CN v1.0 (test)](<https://www.sota2.com/research/sota/tool-retrieval-on-toolret-cn-v1-0-test>)

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

Data updated: 2026-05-29T08:23:01.183Z

Evaluation of model performance on the Tool Retrieval task using the test split of the ToolRet CN v1.0 dataset, measured by HR, Recall, and Precision.

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) | ToolRet CN v1.0 (test) |
| Metric | HR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [HR](<https://www.sota2.com/research/sota/tool-retrieval-on-toolret-cn-v1-0-test.md?metric=HR>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/tool-retrieval-on-toolret-cn-v1-0-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/tool-retrieval-on-toolret-cn-v1-0-test.md?metric=Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | HR | Result date | Report paper |
| --- | --- | --- | --- |
| A2X | 98 | Not recorded | 6a191dacdbd7150506f8290d |
| A2X | 90.3 | Not recorded | 6a191dacdbd7150506f8290d |
| A2X | 90.3 | Not recorded | 6a191dacdbd7150506f8290d |
| BGE-M3 | 74 | Not recorded | 6a191dacdbd7150506f8290d |
| BGE-M3 | 71.4 | Not recorded | 6a191dacdbd7150506f8290d |
| MCP-Zero | 62.2 | Not recorded | 6a191dacdbd7150506f8290d |
| BGE-M3 | 60.9 | Not recorded | 6a191dacdbd7150506f8290d |
| BGE-M3 | 60.9 | Not recorded | 6a191dacdbd7150506f8290d |
| MCP-Zero | 58.6 | Not recorded | 6a191dacdbd7150506f8290d |
| MCP-Zero | 58.6 | Not recorded | 6a191dacdbd7150506f8290d |
| BGE-M3 | 58 | Not recorded | 6a191dacdbd7150506f8290d |
| text2vec-base-chinese | 49.6 | Not recorded | 6a191dacdbd7150506f8290d |
| MCP-Zero | 48 | Not recorded | 6a191dacdbd7150506f8290d |
| text2vec-base-chinese | 41.4 | Not recorded | 6a191dacdbd7150506f8290d |
| text2vec-base-chinese | 41.4 | Not recorded | 6a191dacdbd7150506f8290d |
| MCP-Zero | 40 | Not recorded | 6a191dacdbd7150506f8290d |
| text2vec-base-chinese | 28 | Not recorded | 6a191dacdbd7150506f8290d |
| text2vec-base-chinese | 20 | Not recorded | 6a191dacdbd7150506f8290d |

### A2X

HR: 98. Result ID: 6a194be4fbc373592c1394d1.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"-"}. This record does not assert independent reproduction.

### A2X

HR: 90.3. Result ID: 6a194be4fbc373592c1394c1.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"-"}. This record does not assert independent reproduction.

### A2X

HR: 90.3. Result ID: 6a194be4fbc373592c1394da.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### BGE-M3

HR: 74. Result ID: 6a194be4fbc373592c1394ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"10"}. This record does not assert independent reproduction.

### BGE-M3

HR: 71.4. Result ID: 6a194be4fbc373592c1394be.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"10"}. This record does not assert independent reproduction.

### MCP-Zero

HR: 62.2. Result ID: 6a194be4fbc373592c1394c0.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb5e.md>)

Recorded evaluation configuration: {"K":"10"}. This record does not assert independent reproduction.

### BGE-M3

HR: 60.9. Result ID: 6a194be4fbc373592c1394bd.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### BGE-M3

HR: 60.9. Result ID: 6a194be4fbc373592c1394d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### MCP-Zero

HR: 58.6. Result ID: 6a194be4fbc373592c1394bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb5e.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### MCP-Zero

HR: 58.6. Result ID: 6a194be4fbc373592c1394d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb5e.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### BGE-M3

HR: 58. Result ID: 6a194be4fbc373592c1394cd.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### text2vec-base-chinese

HR: 49.6. Result ID: 6a194be4fbc373592c1394bc.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"10"}. This record does not assert independent reproduction.

### MCP-Zero

HR: 48. Result ID: 6a194be4fbc373592c1394d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb5e.md>)

Recorded evaluation configuration: {"K":"10"}. This record does not assert independent reproduction.

### text2vec-base-chinese

HR: 41.4. Result ID: 6a194be4fbc373592c1394bb.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### text2vec-base-chinese

HR: 41.4. Result ID: 6a194be4fbc373592c1394d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### MCP-Zero

HR: 40. Result ID: 6a194be4fbc373592c1394cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb5e.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

### text2vec-base-chinese

HR: 28. Result ID: 6a194be4fbc373592c1394cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"10"}. This record does not assert independent reproduction.

### text2vec-base-chinese

HR: 20. Result ID: 6a194be4fbc373592c1394cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dacdbd7150506f8290d.md>)

Recorded evaluation configuration: {"K":"5"}. This record does not assert independent reproduction.

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