List your company

End-to-end Retrieval and Reasoning on Set 2 (n=31 queries, top-10 labeled)

91.9Precision@5Kimi-K2.6 (think)
67.25273.65180.0586.449Jul 7, 2026

Evaluation results

MethodLinks
Kimi-K2.6 (think)Configuration=→ Kimi-K2.6 (think), Upstream=SimPO text reranker2026.0791.977.685
Kimi-K2.6 (no think)Configuration=→ Kimi-K2.6 (no think), Upstream=SimPO text reranker2026.0791.175.583.5
BaseConfiguration=→ Base, Upstream=SimPO text reranker2026.0789.37380.9
SFT+GRPOConfiguration=→ SFT+GRPO, Upstream=SimPO text reranker2026.0787.669.578.3
SimPO rerank (text)Configuration=+ SimPO rerank (text)2026.078060.371.3
Retrieval only @5Configuration=Retrieval only @52026.0773.353.864.8
RandomConfiguration=Random2026.0768.250.261