Unverified50% confidenceBenchmarkExact time
Retrieval-based matching strategies are able to identify the most skills (high recall), while generative strategies are more precise (high precision).
1
Sources
50%
Confidence
Long-term
Relevance
9/30/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe two-stage retrieval strategy first uses fast vector retrieval to recall Top-N candidates, then uses a cross-encoder to precisely score those N candidates and select the final Top-K.73% similarUnverifiedVariance-based contrastive optimization identifies problems in planning and tool invocation by contrasting samples with different performance levels.73% similarUnverifiedResearch shows that effective search strategies can outperform raw model scale.72% similarUnverifiedSkills 的触发条件通过语义相似度匹配实现意图识别，而非简单的字符串匹配72% similarUnverifiedDuring model selection, it is necessary to confirm that the similarity objective function used during model training is consistent with the metric used during retrieval; otherwise, systematic bias will occur.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/961181API
curl https://kongchang.com/api/v1/knowledge/claims/961181MCP
get_claim(id=961181)