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ResearchFormerly WizWand

Skill Routing on Skill Routing Dataset Hard

73.3Hit@1SR-Emb-8B + SR-Rank-8B
10.927.143.359.5Mar 23, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SR-Emb-8B + SR-Rank-8BEncoder=SR-Emb-8B, Reranker=SR-Rank-8B, Rank Input=full2026.0373.378.9
SR-Emb-0.6B + SR-Rank-0.6BEncoder=SR-Emb-0.6B, Reranker=SR-Rank-0.6B, Rank Input=full2026.037277.3
SR-Emb-0.6B + Qwen3-Rank-8BEncoder=SR-Emb-0.6B, Reranker=Qwen3-Rank-8B, Rank Input=full2026.0370.777.1
SR-Emb-0.6B + SR-Rank-8BEncoder=SR-Emb-0.6B, Reranker=SR-Rank-8B, Rank Input=full2026.0370.777.8
SR-Emb-0.6B + Qwen3-Rank-0.6BEncoder=SR-Emb-0.6B, Reranker=Qwen3-Rank-0.6B, Rank Input=full2026.0369.375.8
Qwen3-Emb-8B + Qwen3-Rank-8BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-8B, Rank Input=full2026.036874.4
Qwen3-Emb-0.6B + Qwen3-Rank-8BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-8B, Rank Input=full2026.036872.5
SR-Emb-0.6B + GPT-5.4-miniEncoder=SR-Emb-0.6B, Reranker=GPT-5.4-mini, Rank Input=full2026.0365.3—
SR-Emb-0.6B + GPT-4o-miniEncoder=SR-Emb-0.6B, Reranker=GPT-4o-mini, Rank Input=full2026.0365.3—
SR-Emb-0.6BEncoder=SR-Emb-0.6B, Reranker=None, Rank Input=N/A2026.036471
Qwen3-Emb-8BEncoder=Qwen3-Emb-8B, Reranker=None, Rank Input=N/A2026.0362.768.7
Qwen3-Emb-8B + GPT-4o-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-4o-mini, Rank Input=full2026.0362.7—
Qwen3-Emb-0.6B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-0.6B, Rank Input=full2026.0362.767.3
Qwen3-Emb-8B + GPT-5.4-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-5.4-mini, Rank Input=full2026.0356—
Qwen3-Emb-0.6B + GPT-4o-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-4o-mini, Rank Input=full2026.0354.7—
Qwen3-Emb-0.6B + GPT-5.4-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-5.4-mini, Rank Input=full2026.0354.7—
Qwen3-Emb-8B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-0.6B, Rank Input=full2026.0354.764.7
Qwen3-Emb-0.6BEncoder=Qwen3-Emb-0.6B, Reranker=None, Rank Input=N/A2026.0353.361.8
Qwen3-Emb-0.6B + GPT-5.4-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-5.4-mini, Rank Input=nd2026.0329.3—
Qwen3-Emb-8B + GPT-5.4-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-5.4-mini, Rank Input=nd2026.0326.7—
Qwen3-Emb-0.6B + Qwen3-Rank-8BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-8B, Rank Input=nd2026.0325.338.5
Qwen3-Emb-8B + Qwen3-Rank-8BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-8B, Rank Input=nd2026.0318.734.8
Qwen3-Emb-0.6B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-0.6B, Reranker=Qwen3-Rank-0.6B, Rank Input=nd2026.0317.332.8
Qwen3-Emb-8B + GPT-4o-miniEncoder=Qwen3-Emb-8B, Reranker=GPT-4o-mini, Rank Input=nd2026.0317.3—
Qwen3-Emb-0.6B + GPT-4o-miniEncoder=Qwen3-Emb-0.6B, Reranker=GPT-4o-mini, Rank Input=nd2026.0316—
Qwen3-Emb-8B + Qwen3-Rank-0.6BEncoder=Qwen3-Emb-8B, Reranker=Qwen3-Rank-0.6B, Rank Input=nd2026.0313.331.8