# Skill Routing on Skill Routing Dataset Easy (Hit@1, MRR) Source: [Skill Routing on Skill Routing Dataset Easy (Hit@1, MRR)]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:26:50.141Z Evaluation of Skill Routing performance using Hit@1 and MRR metrics on the 'Skill Routing Dataset Easy'. 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 Easy | | 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-0.6B + SR-Rank-8B | 78.7 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-8B + SR-Rank-8B | 78.7 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + SR-Rank-0.6B | 76 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + Qwen3-Rank-0.6B | 72 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + Qwen3-Rank-8B | 72 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-8B | 69.3 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + GPT-4o-mini | 69.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-8B | 68 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B | 66.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-4o-mini | 66.7 | Not recorded | 69c36bef0636e5bf4afc637c | | SR-Emb-0.6B + GPT-5.4-mini | 66.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B | 65.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-0.6B | 65.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-5.4-mini | 62.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-0.6B | 61.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B | 58.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-5.4-mini | 57.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-4o-mini | 56 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-5.4-mini | 37.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-0.6B | 36 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + Qwen3-Rank-8B | 36 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-5.4-mini | 34.7 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-8B | 29.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + Qwen3-Rank-0.6B | 29.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-0.6B + GPT-4o-mini | 25.3 | Not recorded | 69c36bef0636e5bf4afc637c | | Qwen3-Emb-8B + GPT-4o-mini | 21.3 | Not recorded | 69c36bef0636e5bf4afc637c | ### SR-Emb-0.6B + SR-Rank-8B Hit@1: 78.7. Result ID: 69c3ef4047f34ce924adbd9d. [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-8B + SR-Rank-8B Hit@1: 78.7. Result ID: 69c3ef4047f34ce924adbd9e. [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: 76. Result ID: 69c3ef4047f34ce924adbd9c. [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-0.6B Hit@1: 72. Result ID: 69c3ef4047f34ce924adbd9a. [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. ### SR-Emb-0.6B + Qwen3-Rank-8B Hit@1: 72. Result ID: 69c3ef4047f34ce924adbd9b. [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. ### Qwen3-Emb-0.6B + Qwen3-Rank-8B Hit@1: 69.3. Result ID: 69c3ef4047f34ce924adbd97. [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-4o-mini Hit@1: 69.3. Result ID: 69c3ef4047f34ce924adbd99. [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. ### Qwen3-Emb-8B + Qwen3-Rank-8B Hit@1: 68. Result ID: 69c3ef4047f34ce924adbd96. [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 Hit@1: 66.7. Result ID: 69c3ef4047f34ce924adbd87. [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: 66.7. Result ID: 69c3ef4047f34ce924adbd90. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Qwen3-Emb-8B","Reranker":"GPT-4o-mini","Rank Input":"full"}. This record does not assert independent reproduction. ### SR-Emb-0.6B + GPT-5.4-mini Hit@1: 66.7. Result ID: 69c3ef4047f34ce924adbd98. [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. ### Qwen3-Emb-8B Hit@1: 65.3. Result ID: 69c3ef4047f34ce924adbd86. [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: 65.3. Result ID: 69c3ef4047f34ce924adbd94. [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: 62.7. Result ID: 69c3ef4047f34ce924adbd92. [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: 61.3. Result ID: 69c3ef4047f34ce924adbd95. [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: 58.7. Result ID: 69c3ef4047f34ce924adbd85. [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: 57.3. Result ID: 69c3ef4047f34ce924adbd93. [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: 56. Result ID: 69c3ef4047f34ce924adbd91. [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: 37.3. Result ID: 69c3ef4047f34ce924adbd8f. [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-0.6B Hit@1: 36. Result ID: 69c3ef4047f34ce924adbd89. [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-0.6B + Qwen3-Rank-8B Hit@1: 36. Result ID: 69c3ef4047f34ce924adbd8a. [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: 34.7. Result ID: 69c3ef4047f34ce924adbd8e. [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-8B + Qwen3-Rank-8B Hit@1: 29.3. Result ID: 69c3ef4047f34ce924adbd88. [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: 29.3. Result ID: 69c3ef4047f34ce924adbd8b. [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: 25.3. Result ID: 69c3ef4047f34ce924adbd8d. [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: 21.3. Result ID: 69c3ef4047f34ce924adbd8c. [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.