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Document Retrieval on ViDoRe V1

88.1Arxiv Score

Guided Query Refinement (GQR)

Updated 10d ago

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
Base 2026.01		87.6	62.2	93.1	87.4	80.5	84.7	98.3	96	95.5	99.3	88.5
K-Means 2026.01		83.7	52.4	86.1	86.6	67.2	72.5	93.2	92.1	88.9	92.8	81.6
BiQwen2 2026.01		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
SemCluster 2026.01		83.2	52.9	85.1	87.7	70.5	65.4	93.3	91.4	90.2	93.8	81.3
CausalQwen 2026.01		80.7	55.3	85.7	82.5	62	73.7	92.7	90.7	93.5	94.1	81.1
Average Ranking 2025.10		79.5	57.3	87	95.5	74.4	86	97.8	88.3	92.3	96.9	85.5
RRF 2025.10		76.6	55.8	85.9	95.7	73.4	84.4	97.6	88	92.3	95.2	84.5
CausalPali 2026.01		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-Pooling 2026.01		73	43.2	82.9	79.1	61.4	62.5	88.3	87.3	87.3	93.1	75.8
Random 2026.01		72.1	41.4	74.4	84.9	68.5	48.8	85.4	86.7	83.8	84.4	73
Base 2026.01		58.6	50.6	73.5	71	54.6	46.7	92.3	82.6	86.1	89.4	70.5
Average Ranking 2025.10		55.6	44	76.2	93.4	61.1	78.5	96	89.8	91	92.7	77.8
SemCluster 2026.01		54	41	66.8	66.3	46.3	36.7	85.5	74	80.4	79.7	63.1
RRF 2025.10		53.8	44.1	76.5	93.5	61.7	79	96.1	90.3	91.4	93.3	78
K-Means 2026.01		53.7	41.2	65.2	68.1	45	38.2	76.2	69.2	76.9	82.3	61.6
Random 2026.01		46.4	28	57.7	65.6	43.5	18.7	79.1	68.7	67.7	77.9	55.4
1D-Pooling 2026.01		46.1	28.8	59.8	52.6	36	20.5	80.3	64.6	78.4	73.1	54
BiPali 2026.01		42.2	28.2	62.7	66.9	28.4	28.8	61.8	55.3	60.2	62.4	49.7