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Document Reranking on BEIR (NDCG@10)

87.6NDCG@10 (Covid)

Llama-3.1-8B Listwise

Updated 4d ago

Evaluation Results

Method	Links
Llama-3.1-8B Listwise 2026.02		87.6	39.84	34.64	46.21	78.59	34.16	52.43	60.74	54.28
DiffuRank Logits-List 2026.02		86.91	39.22	37.78	45.9	77.42	32.62	52.29	60.59	54.09
DiffuRank Pointwise 2026.02		86.72	39.8	31.48	45.45	75.37	30.24	52.17	60.23	52.68
DiffuRank Perm-Samp 2026.02		86.36	39.56	40.74	46.64	78.27	33.31	55.2	60.75	55.1
DiffuRank Perm-Assign 2026.02		86.18	39.64	40.54	46.95	78.77	33	55.4	61.2	55.21
Qwen3-8B Pointwise 2026.02		85.64	40.41	35.8	45.27	79.33	29.31	49.17	66.41	53.92
Qwen3-8B Listwise 2026.02		85.37	40.05	31.73	45.44	78.96	32.48	52.36	60.72	53.39
Llama-3.1-8B Pointwise 2026.02		83.49	35.47	33.52	41.13	79.59	29.63	47.85	62.73	51.68
RankZephyr-7B Listwise 2026.02		82.92	38.26	30.22	44.42	75.42	31.41	52.8	53.73	51.15
LLaDA-1.5-8B Listwise 2026.02		80.31	38.67	40.2	43.44	77.28	31.93	51.53	56.47	52.48
monoT5 (220M) 2026.02		75.94	35.42	30.35	42.43	65.07	31.2	46.98	44.15	46.44
monoBERT (340M) 2026.02		73.45	34.92	30.26	41.69	62.22	30.63	47.03	44.21	45.55
BM25 2026.02		59.47	33.75	44.22	31.8	67.89	33.05	39.52	40.7	43.43