ResearchBenchmarksSingle-document retrieval Latency on RepLiQAFollow0.0034Latency (s)BM25-0.033260.2141950.461650.709105Feb 12, 2026Evaluation ResultsMethodMethodLinksLatency (s)BM252026.020.0034DPR2026.020.0585ANCE2026.020.063CDE2026.020.1305GTR2026.020.1466SPScanner2026.020.379GTE-Qwen22026.020.4574Qwen32026.020.5962GritLM2026.020.6338AttentionRetrieverBackbone=Qwen-2.5 3BBackbone=Qwen-2.5 3B2026.020.9111AttentionRetrieverBackbone=LLaMA-3.2 3BBackbone=LLaMA-3.2 3B2026.020.9199