Skill Discovery on Skill-Discovery corpus
70.7MRRDesc + SSL-Rich
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Desc + SSL-RichEmbedded skill representation=Desc + richer SSL-derived fields, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 70.7 | 72.7 | 75 | 89.6 | |
| Desc + SSL-ShallowEmbedded skill representation=Desc + shallow normalized SSL fields, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 69.8 | 71.6 | 73.7 | 87.3 | |
| Desc + SSL-SchedEmbedded skill representation=Desc + compact scheduling view, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 68 | 70.3 | 71.9 | 85.4 | |
| Full SKILL.md + SSL-RichEmbedded skill representation=Full SKILL.md + richer SSL-derived fields, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 65.2 | 67.6 | 69.3 | 83.6 | |
| Full SKILL.md + SSL-SchedEmbedded skill representation=Full SKILL.md + compact scheduling view, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 65.1 | 67 | 69.1 | 83.1 | |
| Full SKILL.md + SSL-ShallowEmbedded skill representation=Full SKILL.md + shallow normalized SSL fields, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 64.3 | 66.6 | 68.5 | 83.1 | |
| Full SKILL.mdEmbedded skill representation=Complete source document, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 60.2 | 61.6 | 64.3 | 79.4 | |
| Desc_onlyEmbedded skill representation=Short natural-language description, Embedding model=Qwen3-Embedding-0.6B, Ranking procedure=FAISS inner-product index2026.04 | 57.3 | 59.3 | 61 | 74.4 |