# Service Discovery on ToolRet EN

Source: [Service Discovery on ToolRet EN](<https://www.sota2.com/research/sota/service-discovery-on-toolret-en>)

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

Data updated: 2026-05-29T08:23:01.252Z

Evaluation of model performance on the Service Discovery task using the ToolRet EN dataset, measured using Hit Rate (HR) and Recall.

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 | Service Discovery |
| Dataset (including any stated split) | ToolRet EN |
| Metric | Hit Rate (%) |
| 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

- [Hit Rate (%)](<https://www.sota2.com/research/sota/service-discovery-on-toolret-en.md?metric=Hit%20Rate%20(%25)>): Higher is better; unit: PERCENT.

- [Recall (%)](<https://www.sota2.com/research/sota/service-discovery-on-toolret-en.md?metric=Recall%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hit Rate (%) | Result date | Report paper |
| --- | --- | --- | --- |
| A2X | 92.6 | Not recorded | 6a191dacdbd7150506f8290d |
| MiniLM | 69.1 | Not recorded | 6a191dacdbd7150506f8290d |
| BGE-large-en | 68 | Not recorded | 6a191dacdbd7150506f8290d |
| BGE-M3 | 64.8 | Not recorded | 6a191dacdbd7150506f8290d |
| MCP-Zero | 62.1 | Not recorded | 6a191dacdbd7150506f8290d |

### A2X

Hit Rate (%): 92.6. Result ID: 6a194be4fbc373592c1394d6.

[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.

### MiniLM

Hit Rate (%): 69.1. Result ID: 6a194be4fbc373592c1394d2.

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

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

### BGE-large-en

Hit Rate (%): 68. Result ID: 6a194be4fbc373592c1394d3.

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

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

### BGE-M3

Hit Rate (%): 64.8. Result ID: 6a194be4fbc373592c1394d4.

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

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

### MCP-Zero

Hit Rate (%): 62.1. Result ID: 6a194be4fbc373592c1394d5.

[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.

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