# Skill Routing on Skill Routing Dataset Hard Source: [Skill Routing on Skill Routing Dataset Hard]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:26:50.180Z Evaluation of Skill Routing performance on the Skill Routing Dataset Hard, measured by Hit@1 and MRR. 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 Hard | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@1 | Result date | Report paper | | --- | --- | --- | --- | | SR-Emb-8B + SR-Rank-8B | 73.3 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + SR-Rank-0.6B | 72 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + Qwen3-Rank-8B | 70.7 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + SR-Rank-8B | 70.7 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + Qwen3-Rank-0.6B | 69.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-8B | 68 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-8B | 68 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + GPT-5.4-mini | 65.3 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + GPT-4o-mini | 65.3 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B | 64 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B | 62.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-4o-mini | 62.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-0.6B | 62.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-5.4-mini | 56 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-4o-mini | 54.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-5.4-mini | 54.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-0.6B | 54.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B | 53.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-5.4-mini | 29.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-5.4-mini | 26.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-8B | 25.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-8B | 18.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-0.6B | 17.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-4o-mini | 17.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-4o-mini | 16 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-0.6B | 13.3 | Not recorded | 69c36bef0636e5bf4afc637c | ### SR-Emb-8B + SR-Rank-8B Hit@1: 73.3. Result ID: 69c3ef4047f34ce924adbdb8. [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-0.6B Hit@1: 72. Result ID: 69c3ef4047f34ce924adbdb6. [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: 70.7. Result ID: 69c3ef4047f34ce924adbdb5. [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 + SR-Rank-8B Hit@1: 70.7. Result ID: 69c3ef4047f34ce924adbdb7. [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 + Qwen3-Rank-0.6B Hit@1: 69.3. Result ID: 69c3ef4047f34ce924adbdb4. [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-8B + Qwen3-Rank-8B Hit@1: 68. Result ID: 69c3ef4047f34ce924adbdb0. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"Qwen3-Rank-8B","Rank Input":"full"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + Qwen3-Rank-8B Hit@1: 68. Result ID: 69c3ef4047f34ce924adbdb1. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-0.6B","Reranker":"Qwen3-Rank-8B","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + GPT-5.4-mini Hit@1: 65.3. Result ID: 69c3ef4047f34ce924adbdb2. [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 + GPT-4o-mini Hit@1: 65.3. Result ID: 69c3ef4047f34ce924adbdb3. [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 Hit@1: 64. Result ID: 69c3ef4047f34ce924adbda1. [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 Hit@1: 62.7. Result ID: 69c3ef4047f34ce924adbda0. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"None","Rank Input":"N/A"}. This record does not assert independent reproduction. ### Qwen3-Emb-8B + GPT-4o-mini Hit@1: 62.7. Result ID: 69c3ef4047f34ce924adbdaa. [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-0.6B + Qwen3-Rank-0.6B Hit@1: 62.7. Result ID: 69c3ef4047f34ce924adbdae. [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: 56. Result ID: 69c3ef4047f34ce924adbdac. [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-0.6B + GPT-4o-mini Hit@1: 54.7. Result ID: 69c3ef4047f34ce924adbdab. [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: 54.7. Result ID: 69c3ef4047f34ce924adbdad. [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-8B + Qwen3-Rank-0.6B Hit@1: 54.7. Result ID: 69c3ef4047f34ce924adbdaf. [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: 53.3. Result ID: 69c3ef4047f34ce924adbd9f. [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: 29.3. Result ID: 69c3ef4047f34ce924adbda9. [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-8B + GPT-5.4-mini Hit@1: 26.7. Result ID: 69c3ef4047f34ce924adbda8. [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-8B Hit@1: 25.3. Result ID: 69c3ef4047f34ce924adbda4. [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 + Qwen3-Rank-8B Hit@1: 18.7. Result ID: 69c3ef4047f34ce924adbda2. [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-0.6B + Qwen3-Rank-0.6B Hit@1: 17.3. Result ID: 69c3ef4047f34ce924adbda3. [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 + GPT-4o-mini Hit@1: 17.3. Result ID: 69c3ef4047f34ce924adbda6. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"GPT-4o-mini","Rank Input":"nd"}. This record does not assert independent reproduction. ### Qwen3-Emb-0.6B + GPT-4o-mini Hit@1: 16. Result ID: 69c3ef4047f34ce924adbda7. [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 + Qwen3-Rank-0.6B Hit@1: 13.3. Result ID: 69c3ef4047f34ce924adbda5. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"Qwen3-Rank-0.6B","Rank Input":"nd"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.