List your company
ResearchFormerly WizWand

Single-document retrieval on RepLiQA

0.8555F1 ScoreAttentionRetriever
0.1871960.3606980.53420.707702Feb 12, 2026
Updated 8mo ago

Evaluation results

MethodLinks
AttentionRetrieverbackbone=Qwen-2.5 3B, top_k=12026.020.8555
AttentionRetrieverbackbone=LLaMA-3.2 3B, top_k=12026.020.855
AttentionRetrieverbackbone=Qwen-2.5 3B, top_k=22026.020.8454
AttentionRetrieverbackbone=Qwen-2.5 3B, top_k=32026.020.8422
AttentionRetrieverbackbone=LLaMA-3.2 3B, top_k=22026.020.8394
AttentionRetrieverbackbone=LLaMA-3.2 3B, top_k=32026.020.8339
GritLMtop_k=12026.020.8312
AttentionRetrieverbackbone=Qwen-2.5 3B, top_k=52026.020.8093
AttentionRetrieverbackbone=LLaMA-3.2 3B, top_k=52026.020.8009
BM25top_k=12026.020.7862
GTRtop_k=12026.020.7568
ANCEtop_k=12026.020.7364
Qwen3top_k=12026.020.7218
SPScannertop_k=22026.020.721
SPScannertop_k=12026.020.7139
GTE-Qwen2top_k=12026.020.7011
GritLMtop_k=22026.020.6473
SPScannertop_k=32026.020.6434
BM25top_k=22026.020.6133
GTRtop_k=22026.020.6035
Qwen3top_k=22026.020.595
GTE-Qwen2top_k=22026.020.5841
ANCEtop_k=22026.020.5826
GritLMtop_k=32026.020.5141
SPScannertop_k=52026.020.4965
BM25top_k=32026.020.4896
GTRtop_k=32026.020.4851
Qwen3top_k=32026.020.4846
GTE-Qwen2top_k=32026.020.4785
ANCEtop_k=32026.020.4686
DPRtop_k=12026.020.4655
DPRtop_k=22026.020.4177
GritLMtop_k=52026.020.3616
DPRtop_k=32026.020.3602
Qwen3top_k=52026.020.3496
BM25top_k=52026.020.3475
GTE-Qwen2top_k=52026.020.3467
GTRtop_k=52026.020.3466
ANCEtop_k=52026.020.3372
DPRtop_k=52026.020.2827
CDEtop_k=22026.020.2598
CDEtop_k=12026.020.2535
CDEtop_k=32026.020.2449
CDEtop_k=52026.020.2129