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ResearchFormerly WizWand

Multi-document Question Answering on MDQA (Accuracy Thresholds)

72.6Accuracy @ 0% ThresholdAttention Buckets

Evaluation results

Method	Links
Attention Buckets2026.06		72.6	61.4	60.6	60.8	59.6	63
Ms-PoE2026.06		72.6	61.4	61.8	62	59	63.5
MoICE2026.06		71.6	61.2	60.6	60.8	62.4	63.3
LPES2026.06		71.4	62.2	62	61	61.6	63.6
Positional Interpolation2026.06		71.2	59.6	58.8	56.4	56.2	60.4
Baseline2026.06		70.4	58	55.4	55.4	60.4	59.9
Positional Interpolation2026.06		69.6	58.6	58.2	60	65.4	62.4
Attention Buckets2026.06		69.6	62.2	63	60.2	62	63.4
LPES2026.06		69.6	64.8	69.2	63	65.4	66.4
Baseline2026.06		69.4	61	62.6	58.6	63.6	63
Ms-PoE2026.06		69.4	61.8	63.4	60.2	61.4	63.2
Attention Buckets2026.06		69.2	59	59.8	59.2	67.4	63
LPES2026.06		68.8	60	60.8	61	68.2	64.5
Positional Interpolation2026.06		68.6	62	62.2	58.4	64	63
Ms-PoE2026.06		68.4	57	60.2	61	68.4	63
MoICE2026.06		68.4	61.2	63	61	63.8	63.5
Baseline2026.06		67.8	59.2	59.6	59.4	68.2	62.8
MoICE2026.06		67.4	60	60.2	60	68.6	63.2