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Information Retrieval on AP88-89 (test)

38.45AP@1000RM3 ORACLE
21.477225.883630.2934.6964Jan 16, 2026

Evaluation results

MethodLinks
RM3 ORACLEmode=oracle2026.0138.4556.69
MonoT5F + RM3 w/probfiltering=MonoT5F, feedback=RM3, use_next_token_probability=true2026.0130.7246.12
LLMF + RM3filtering=LLMF, feedback=RM32026.0130.0245.15
MonoT5F + RM3filtering=MonoT5F, feedback=RM32026.0129.7545.03
LLMF + RM3 w/probfiltering=LLMF, feedback=RM3, use_next_token_probability=true2026.0129.6244.93
RM3feedback_method=RM32026.0129.244.19
MonoT5 rerankmode=re-ranking2026.0124.7440.16
QLD2026.0122.1337.74