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Information Retrieval on WebQuestionsSP N=1639 (test)

63.21MRecall@100Base + Base (RVR)
46.018850.481954.94559.4081Feb 20, 2026

Evaluation results

MethodLinks
Base + Base (RVR)Base Retrieval Model=INF, Verifier Budget=1002026.0263.2178.2
Retrieve-Verify-Retrieve (Base + Base)Base Model=INF, Verifier Budget=502026.0263.1577.9
Base + Base (RVR)Base Retrieval Model=Contriever, Verifier Budget=1002026.0262.9677.93
Base + FT (Dr) (RVR)Base Retrieval Model=INF, Verifier Budget=1002026.0262.7277.91
Base + Base (RVR)Base Retrieval Model=Qwen3, Verifier Budget=1002026.0262.5377.54
BaseBase Retrieval Model=INF2026.0262.4777.39
BaseBase Model=INF2026.0262.4777.39
Retrieve-Verify-Retrieve (Base + FT (Dr))Base Model=INF, Verifier Budget=502026.0262.4777.48
Retrieve-Verify-Retrieve (Base + Base)Base Model=Contriever, Verifier Budget=502026.0262.2276.94
BaseBase Retrieval Model=Contriever2026.0262.1677.38
BaseBase Model=Contriever2026.0262.1677.38
SearchR1Base Retrieval Model=INF2026.0261.9876.82
Retrieve-Verify-Retrieve (Base + Base)Base Model=Qwen3, Verifier Budget=502026.0261.7376.93
SearchR1Base Retrieval Model=Qwen32026.0261.4976.67
Base + FT (Dr) (RVR)Base Retrieval Model=Contriever, Verifier Budget=1002026.0261.4976.81
BaseBase Retrieval Model=Qwen32026.026176.06
BaseBase Model=Qwen32026.026176.06
Base + FT (Dr) (RVR)Base Retrieval Model=Qwen3, Verifier Budget=1002026.0260.8176.28
Retrieve-Verify-Retrieve (Base + FT (Dr))Base Model=Qwen3, Verifier Budget=502026.0260.1475.56
Retrieve-Verify-Retrieve (Base + FT (Dr))Base Model=Contriever, Verifier Budget=502026.0260.0775.51
TongyiBase Retrieval Model=INF2026.0258.2972.37
TongyiBase Retrieval Model=Qwen32026.0257.5671.8
SearchR1Base Retrieval Model=Contriever2026.0254.9168.92
TongyiBase Retrieval Model=Contriever2026.0252.3365.84
FT (Di)Base Retrieval Model=INF2026.0251.667.06
FT (Di)Base Model=INF2026.0251.667.06
FT (Di)Base Retrieval Model=Contriever2026.0249.4565.72
FT (Di)Base Model=Contriever2026.0249.4565.72
FT (Di)Base Retrieval Model=Qwen32026.0246.6861.5
FT (Di)Base Model=Qwen32026.0246.6861.5