
Agents on Semi-Structured Retrieval: STaRK Benchmark and AvaTaR Optimization
·2209 words·11 mins
Stanford’s STaRK benchmark and AvaTaR contrastive optimization for retrieval agents on semi-structured knowledge bases—metrics, multi-vector limits, when agents lose to dense retrievers, and what to ship in production.