Document Retrieval on ViDoRe V1 benchmark leaderboard · SOTA2 Research

Document Retrieval on ViDoRe V1

88.1Arxiv ScoreGuided Query Refinement (GQR)

Evaluation Results

Method	Links
Guided Query Refinement (GQR)2025.10		88.1	62.5	93	96.6	80.2	90	99.6	96.1	96.5	98.8	90.1
Score Aggregation (Min-Max)2025.10		88	62.2	92.6	96.1	79.6	88.4	97.7	88.9	93.9	98	88.5
Score Aggregation (Softmax)2025.10		87.7	62.4	92.4	96.5	80.2	86.9	99.1	95.3	96	97.6	89.4
Base2026.01		87.6	62.2	93.1	87.4	80.5	84.7	98.3	96	95.5	99.3	88.5
K-Means2026.01		83.7	52.4	86.1	86.6	67.2	72.5	93.2	92.1	88.9	92.8	81.6
BiQwen22026.01		83.3	51.6	82.9	83.3	66.1	72.3	94	86.1	92.5	95.2	80.7
Score Aggregation (Softmax)2025.10		83.3	57.7	91	96.5	78.3	88.2	99.6	96	96.6	98.6	88.6
SemCluster2026.01		83.2	52.9	85.1	87.7	70.5	65.4	93.3	91.4	90.2	93.8	81.3
CausalQwen2026.01		80.7	55.3	85.7	82.5	62	73.7	92.7	90.7	93.5	94.1	81.1
Average Ranking2025.10		79.5	57.3	87	95.5	74.4	86	97.8	88.3	92.3	96.9	85.5
RRF2025.10		76.6	55.8	85.9	95.7	73.4	84.4	97.6	88	92.3	95.2	84.5
CausalPali2026.01		74.6	49.2	78.7	83.2	52	61.4	87.1	85.1	90.4	88.8	75
Score Aggregation (Min-Max)2025.10		74.4	53	85.5	95.4	69.4	83.2	97.9	94	95.4	95.9	84.4
1D-Pooling2026.01		73	43.2	82.9	79.1	61.4	62.5	88.3	87.3	87.3	93.1	75.8
Random2026.01		72.1	41.4	74.4	84.9	68.5	48.8	85.4	86.7	83.8	84.4	73
Base2026.01		58.6	50.6	73.5	71	54.6	46.7	92.3	82.6	86.1	89.4	70.5
Average Ranking2025.10		55.6	44	76.2	93.4	61.1	78.5	96	89.8	91	92.7	77.8
SemCluster2026.01		54	41	66.8	66.3	46.3	36.7	85.5	74	80.4	79.7	63.1
RRF2025.10		53.8	44.1	76.5	93.5	61.7	79	96.1	90.3	91.4	93.3	78
K-Means2026.01		53.7	41.2	65.2	68.1	45	38.2	76.2	69.2	76.9	82.3	61.6
Random2026.01		46.4	28	57.7	65.6	43.5	18.7	79.1	68.7	67.7	77.9	55.4
1D-Pooling2026.01		46.1	28.8	59.8	52.6	36	20.5	80.3	64.6	78.4	73.1	54
BiPali2026.01		42.2	28.2	62.7	66.9	28.4	28.8	61.8	55.3	60.2	62.4	49.7