# Skill Routing on Skill Routing Dataset Source: [Skill Routing on Skill Routing Dataset]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:26:50.211Z Evaluation of Skill Routing performance on the Skill Routing Dataset, measured using Hit@1, MRR@10, nDCG@10, and R@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) | Skill Routing Dataset | | Metric | Hit@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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](): Higher is better; unit: PERCENT. - [MRR@10](): Higher is better; unit: PERCENT. - [nDCG@10](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@1 | Result date | Report paper | | --- | --- | --- | --- | | SR-Emb-8B + SR-Rank-8B | 76 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + SR-Rank-8B | 74.7 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + SR-Rank-0.6B | 74 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + Qwen3-Rank-8B | 71.4 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + Qwen3-Rank-0.6B | 70.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-8B | 68.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-8B | 68 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + GPT-4o-mini | 67.3 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + GPT-5.4-mini | 66 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B | 65.4 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-4o-mini | 64.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B | 64 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-0.6B | 64 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-5.4-mini | 59.4 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-0.6B | 58 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B | 56 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-5.4-mini | 56 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-4o-mini | 55.4 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-5.4-mini | 33.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-8B | 30.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-5.4-mini | 30.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-0.6B | 26.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-8B | 24 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-0.6B | 21.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-4o-mini | 20.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-4o-mini | 19.3 | Not recorded | 69c36bef0636e5bf4afc637c | ### SR-Emb-8B + SR-Rank-8B Hit@1: 76. Result ID: 69c3ef4047f34ce924adbdd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-8B","Reranker":"SR-Rank-8B","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + SR-Rank-8B Hit@1: 74.7. Result ID: 69c3ef4047f34ce924adbdd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-0.6B","Reranker":"SR-Rank-8B","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + SR-Rank-0.6B Hit@1: 74. Result ID: 69c3ef4047f34ce924adbdd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-0.6B","Reranker":"SR-Rank-0.6B","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + Qwen3-Rank-8B Hit@1: 71.4. Result ID: 69c3ef4047f34ce924adbdcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-0.6B","Reranker":"Qwen3-Rank-8B","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + Qwen3-Rank-0.6B Hit@1: 70.7. Result ID: 69c3ef4047f34ce924adbdce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-0.6B","Reranker":"Qwen3-Rank-0.6B","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + Qwen3-Rank-8B Hit@1: 68.7. Result ID: 69c3ef4047f34ce924adbdcb. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"Qwen3-Rank-8B","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + Qwen3-Rank-8B Hit@1: 68. Result ID: 69c3ef4047f34ce924adbdca. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"Qwen3-Rank-8B","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + GPT-4o-mini Hit@1: 67.3. Result ID: 69c3ef4047f34ce924adbdcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-0.6B","Reranker":"GPT-4o-mini","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + GPT-5.4-mini Hit@1: 66. Result ID: 69c3ef4047f34ce924adbdcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-0.6B","Reranker":"GPT-5.4-mini","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B Hit@1: 65.4. Result ID: 69c3ef4047f34ce924adbdbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"SR-Emb-0.6B","Reranker":"None","Rank Input":"N/A"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + GPT-4o-mini Hit@1: 64.7. Result ID: 69c3ef4047f34ce924adbdc4. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"GPT-4o-mini","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B Hit@1: 64. Result ID: 69c3ef4047f34ce924adbdba. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"None","Rank Input":"N/A"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + Qwen3-Rank-0.6B Hit@1: 64. Result ID: 69c3ef4047f34ce924adbdc8. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"Qwen3-Rank-0.6B","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + GPT-5.4-mini Hit@1: 59.4. Result ID: 69c3ef4047f34ce924adbdc6. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"GPT-5.4-mini","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + Qwen3-Rank-0.6B Hit@1: 58. Result ID: 69c3ef4047f34ce924adbdc9. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"Qwen3-Rank-0.6B","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B Hit@1: 56. Result ID: 69c3ef4047f34ce924adbdb9. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"None","Rank Input":"N/A"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + GPT-5.4-mini Hit@1: 56. Result ID: 69c3ef4047f34ce924adbdc7. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"GPT-5.4-mini","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + GPT-4o-mini Hit@1: 55.4. Result ID: 69c3ef4047f34ce924adbdc5. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"GPT-4o-mini","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + GPT-5.4-mini Hit@1: 33.3. Result ID: 69c3ef4047f34ce924adbdc3. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"GPT-5.4-mini","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + Qwen3-Rank-8B Hit@1: 30.7. Result ID: 69c3ef4047f34ce924adbdbe. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"Qwen3-Rank-8B","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + GPT-5.4-mini Hit@1: 30.7. Result ID: 69c3ef4047f34ce924adbdc2. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"GPT-5.4-mini","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + Qwen3-Rank-0.6B Hit@1: 26.7. Result ID: 69c3ef4047f34ce924adbdbd. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"Qwen3-Rank-0.6B","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + Qwen3-Rank-8B Hit@1: 24. Result ID: 69c3ef4047f34ce924adbdbc. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"Qwen3-Rank-8B","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + Qwen3-Rank-0.6B Hit@1: 21.3. Result ID: 69c3ef4047f34ce924adbdbf. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"Qwen3-Rank-0.6B","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + GPT-4o-mini Hit@1: 20.7. Result ID: 69c3ef4047f34ce924adbdc1. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"GPT-4o-mini","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + GPT-4o-mini Hit@1: 19.3. Result ID: 69c3ef4047f34ce924adbdc0. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"GPT-4o-mini","Rank Input":"nd"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.