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Document Reranking on BEIR

81.08NDCG@10 (Covid)

DiffuRank Logits-List

Updated 4d ago

Evaluation Results

Method	Links
DiffuRank Logits-List 2026.02		81.08	34.08	31.4	39.79	70.52	29.81	48.74	50.75	48.27
Qwen2-8B Listwise 2026.02		80.66	38.28	35.94	42.18	75.91	30.56	48.86	54.87	50.91
DiffuRank Pointwise 2026.02		79.27	35.63	23.02	31.6	61.95	28.04	39.32	53.31	44.02
Llama-3.1-8B Pointwise 2026.02		78.59	34.93	29.08	32.43	61.31	23.84	33.99	62.16	44.54
Llama-3.1-8B Listwise 2026.02		76.49	36.53	35.13	41.36	69.48	31.7	46.19	51.22	48.51
Qwen2-8B Pointwise 2026.02		74.82	35.05	25.47	32.86	68.28	25.98	36.85	61.57	45.11
DiffuRank Perm-Samp 2026.02		73.08	35.48	36.17	43.34	72.9	34.17	46.3	49.16	48.83
DiffuRank Perm-Assign 2026.02		72.99	36.08	37.18	43.34	72	34.61	46.79	51.38	49.3
LLaDA-1.5-8B Listwise 2026.02		64.49	35.09	37.09	38.94	71.26	32.4	43.33	45.54	46.02
BM25 2026.02		59.47	33.75	44.22	31.8	67.89	33.05	39.52	40.7	43.43