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ResearchFormerly WizWand

Multi-hop document retrieval on Musique (test)

0.83Recall@KIRCoT
0.2563360.4052680.55420.703132Mar 2, 2025May 15, 2025Jul 28, 2025Oct 10, 2025Dec 23, 2025Mar 7, 2026May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IRCoTK=14.12025.030.83
SelfAskK=28.12025.030.765
L-RAGK=8.02025.030.764
Vanilla RAGK=8.02025.030.762
Vanilla RAGK=4.02025.030.695
ThinkGRModel Parameters=8B2026.050.6398
GritHopperModel Parameters=7B2026.050.6048
w/o RLModel Parameters=8B2026.050.534
w/o ThoughtModel Parameters=8B2026.050.5323
IterRetGenK=6.02025.030.523
L-RAGK=4.02025.030.52
R3-RAGModel Parameters=8B2026.050.517
RT-RAGModel Parameters=8B2026.050.513
IRCoTModel Parameters=70B2026.050.4996
Auto-RAGModel Parameters=7B2026.050.4063
ITER-RETGENModel Parameters=70B2026.050.3937
w/o SFTModel Parameters=8B2026.050.3598
SEALModel Parameters=406M2026.050.356
SelfaskModel Parameters=70B2026.050.3428
Contriever2026.050.3402
BGE-largeModel Parameters=326M2026.050.3339
BM252026.050.3157
HyDEK=6.02025.030.28
MDRModel Parameters=110M2026.050.2784