Information Retrieval on 18 datasets (BEIR, LoTTE, etc.) benchmark leaderboard · SOTA2 Research

Information Retrieval on 18 datasets (BEIR, LoTTE, etc.)

-0.001P@1 Precision Loss MeanPRISM

Evaluation Results

Method	Links
PRISM2025.10		-0.001	—	—	-0.003	—	—	-0.001	-0.005	—	—	0	-0.004
PRISM2025.10		-0.001	12.8	38.2	-0.003	10.7	37.7	-0.001	-0.005	6.2	35.3	0	-0.004
PRISM Quant2025.10		0	5.1	18.7	-0.001	5.2	17.9	0	-0.003	5.7	17.1	0	-0.004
PRISM2025.10		0	8.1	24.6	-0.005	6.2	22.4	0	-0.004	4.5	20.5	0.002	-0.007
PRISM2025.10		0	52.4	70.9	-0.005	50.9	70.1	0	-0.004	49.9	69.3	0.002	-0.007
PRISM2025.10		0	9.2	44.3	-0.003	6.1	35.5	-0.003	-0.006	5.6	29.6	-0.002	-0.005
PRISM2025.10		0	13.7	56.7	-0.003	14.2	50.7	-0.003	-0.006	15.4	47.6	-0.002	-0.005
PRISM Quant2025.10		0	6.1	36.7	-0.003	3.2	28.2	-0.002	-0.006	2.3	23.7	-0.002	-0.006
PRISM Quant2025.10		0.001	5.6	20.3	-0.001	5.7	18.3	0.002	-0.004	5.3	19.6	0	-0.004
PRISM Quant2025.10		0.002	4.3	25.6	-0.006	1.3	22.5	0.004	-0.006	0.5	21.1	0.003	-0.006
PRISM2025.10		0.003	10.5	33.1	-0.003	9	32.9	0.002	-0.003	8.5	32.2	0	-0.003
PRISM2025.10		0.003	32.2	47.6	-0.003	32.5	47.6	0.002	-0.003	32	47.1	0	-0.003
PRISM2025.10		0.039	—	—	-0.001	—	—	0.048	-0.004	—	—	0.025	-0.006
PRISM2025.10		0.039	23.2	54.6	-0.001	23.4	53.6	0.048	-0.004	23.5	53.3	0.025	-0.006
PRISM Quant2025.10		0.04	6.5	36.8	-0.006	7.1	36.1	0.056	-0.001	9.6	36	0.031	-0.008