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ResearchFormerly WizWand

Skill Routing on Skill Routing Dataset Easy (Hit@1, MRR)

78.7Hit@1SR-Emb-0.6B + SR-Rank-8B
19.00434.5025065.498Mar 23, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SR-Emb-0.6B + SR-Rank-8BEncoder=SR-Emb-0.6B, Reranker=SR-Rank-8B, Rank Input=full2026.0378.783.1
SR-Emb-8B + SR-Rank-8BEncoder=SR-Emb-8B, Reranker=SR-Rank-8B, Rank Input=full2026.0378.782.7
SR-Emb-0.6B + SR-Rank-0.6BEncoder=SR-Emb-0.6B, Reranker=SR-Rank-0.6B, Rank Input=full2026.037680.9
SR-Emb-0.6B + Qwen3-Rank-0.6BEncoder=SR-Emb-0.6B, Reranker=Qwen3-Rank-0.6B, Rank Input=full2026.037278
SR-Emb-0.6B + Qwen3-Rank-8BEncoder=SR-Emb-0.6B, Reranker=Qwen3-Rank-8B, Rank Input=full2026.037278.1
Qwen3-Emb-0.6B + Qwen3-Rank-8BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-8B, Rank Input=full2026.0369.374.1
SR-Emb-0.6B + GPT-4o-miniEncoder=SR-Emb-0.6B, Reranker=GPT-4o-mini, Rank Input=full2026.0369.3—
Qwen3-Emb-8B + Qwen3-Rank-8BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-8B, Rank Input=full2026.036874.5
SR-Emb-0.6BEncoder=SR-Emb-0.6B, Reranker=None, Rank Input=N/A2026.0366.773.5
Qwen3-Emb-8B + GPT-4o-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-4o-mini, Rank Input=full2026.0366.7—
SR-Emb-0.6B + GPT-5.4-miniEncoder=SR-Emb-0.6B, Reranker=GPT-5.4-mini, Rank Input=full2026.0366.7—
Qwen3-Emb-8BEncoder=Qwen3-Emb-8B, Reranker=None, Rank Input=N/A2026.0365.370.9
Qwen3-Emb-0.6B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-0.6B, Rank Input=full2026.0365.369.5
Qwen3-Emb-8B + GPT-5.4-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-5.4-mini, Rank Input=full2026.0362.7—
Qwen3-Emb-8B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-0.6B, Rank Input=full2026.0361.369.7
Qwen3-Emb-0.6BEncoder=Qwen3-Emb-0.6B, Reranker=None, Rank Input=N/A2026.0358.765.8
Qwen3-Emb-0.6B + GPT-5.4-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-5.4-mini, Rank Input=full2026.0357.3—
Qwen3-Emb-0.6B + GPT-4o-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-4o-mini, Rank Input=full2026.0356—
Qwen3-Emb-0.6B + GPT-5.4-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-5.4-mini, Rank Input=nd2026.0337.3—
Qwen3-Emb-0.6B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-0.6B, Rank Input=nd2026.033645.5
Qwen3-Emb-0.6B + Qwen3-Rank-8BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-8B, Rank Input=nd2026.033646.5
Qwen3-Emb-8B + GPT-5.4-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-5.4-mini, Rank Input=nd2026.0334.7—
Qwen3-Emb-8B + Qwen3-Rank-8BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-8B, Rank Input=nd2026.0329.343.7
Qwen3-Emb-8B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-0.6B, Rank Input=nd2026.0329.345.1
Qwen3-Emb-0.6B + GPT-4o-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-4o-mini, Rank Input=nd2026.0325.3—
Qwen3-Emb-8B + GPT-4o-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-4o-mini, Rank Input=nd2026.0321.3—