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Reranking on TREC (NDCG@5)

74.45NDCG@5 (DL19)

Cross-Encoder + LCR

Updated 3d ago

Evaluation Results

Method	Links
Cross-Encoder + LCR 2026.02		74.45	61.29	67.87
Cross-Encoder + LCR w/o QT 2026.02		73.73	61.01	67.37
ColBERT + LCR 2026.02		73.47	60.39	66.93
RankT5 + LCR 2026.02		73.36	61.3	67.33
Cross-Encoder 2026.02		72.96	60.89	66.92
RankT5 + LCR w/o QT 2026.02		72.86	61.15	67
ColBERT + LCR w/o QT 2026.02		72.78	60.3	66.54
ColBERT 2026.02		71.93	60.3	66.12
RankT5 2026.02		71.66	61.03	66.34
YesNo + LCR 2026.02		70.89	53.73	62.31
YesNo + LCR w/o QT 2026.02		70.88	53.17	62.02
YesNo 2026.02		69.9	52.85	61.37
Contriever + LCR 2026.02		69.79	47.1	58.45
RankGPT + LCR 2026.02		69.79	47.1	58.45
Contriever + LCR w/o QT 2026.02		69.74	47.1	58.42
RankGPT + LCR w/o QT 2026.02		69.74	47.1	58.42
Contriever 2026.02		68.58	45.75	57.17
RankGPT 2026.02		68.58	45.75	57.17
QLM + LCR 2026.02		68.48	47.83	58.15
QLM + LCR w/o QT 2026.02		68.21	47.83	58.02
QLM 2026.02		65.77	44.6	55.19
RankT5 2026.02		65.48	60.65	63.06
RankT5 + LCR 2026.02		65.48	60.78	63.13
Cross-Encoder 2026.02		65.08	59.83	62.45
Cross-Encoder + LCR 2026.02		65.08	59.86	62.47
ColBERT 2026.02		63.77	60.74	62.26
ColBERT + LCR 2026.02		63.77	60.74	62.26
YesNo + LCR 2026.02		59.74	55.15	57.44
YesNo 2026.02		59.25	54.85	57.05
QLM + LCR 2026.02		55.63	48.98	52.3
BM25 + LCR 2026.02		54.31	51.12	52.71
RankGPT + LCR 2026.02		54.31	51.03	52.67
QLM 2026.02		53.41	48.15	50.78
BM25 2026.02		52.78	50.67	51.72
RankGPT 2026.02		52.78	50.67	51.72