# Skill Routing on Core benchmark Multi-Skill

Source: [Skill Routing on Core benchmark Multi-Skill](<https://www.sota2.com/research/sota/skill-routing-on-core-benchmark-multi-skill>)

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

Data updated: 2026-03-25T14:26:50.273Z

Evaluation of Skill Routing performance on the 'Core benchmark Multi-Skill' dataset, measured using Hit@1, R@10, and FC@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 | Skill Routing |
| Dataset (including any stated split) | Core benchmark Multi-Skill |
| Metric | Hit@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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@1](<https://www.sota2.com/research/sota/skill-routing-on-core-benchmark-multi-skill.md?metric=Hit%401>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/skill-routing-on-core-benchmark-multi-skill.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [FC@10](<https://www.sota2.com/research/sota/skill-routing-on-core-benchmark-multi-skill.md?metric=FC%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Hit@1 | Result date | Report paper |
| --- | --- | --- | --- |
| SR-Emb-0.6B × SR-Rank-0.6B | 74.5 | Not recorded | 69c36bef0636e5bf4afc637c |
| Qwen3-Emb-8B × Qwen3-Rank-8B | 68.6 | Not recorded | 69c36bef0636e5bf4afc637c |
| Qwen3-Emb-8B | 65.7 | Not recorded | 69c36bef0636e5bf4afc637c |
| SR-Emb-0.6B | 62.8 | Not recorded | 69c36bef0636e5bf4afc637c |

### SR-Emb-0.6B × SR-Rank-0.6B

Hit@1: 74.5. Result ID: 69c3ef4047f34ce924adbdda.

[Reporting paper](<https://www.sota2.com/research/paper/69c36bef0636e5bf4afc637c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36bef0636e5bf4afc637c.md>)

Recorded evaluation configuration: {"Group":"End-to-end"}. This record does not assert independent reproduction.

### Qwen3-Emb-8B × Qwen3-Rank-8B

Hit@1: 68.6. Result ID: 69c3ef4047f34ce924adbdd9.

[Reporting paper](<https://www.sota2.com/research/paper/69c36bef0636e5bf4afc637c.md>)

Recorded evaluation configuration: {"Group":"End-to-end"}. This record does not assert independent reproduction.

### Qwen3-Emb-8B

Hit@1: 65.7. Result ID: 69c3ef4047f34ce924adbdd7.

[Reporting paper](<https://www.sota2.com/research/paper/69c36bef0636e5bf4afc637c.md>)

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

### SR-Emb-0.6B

Hit@1: 62.8. Result ID: 69c3ef4047f34ce924adbdd8.

[Reporting paper](<https://www.sota2.com/research/paper/69c36bef0636e5bf4afc637c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36bef0636e5bf4afc637c.md>)

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

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