Published TREC evaluation

Official results

Explore one metric at a time. Complete result tables remain available below for verification.

Interactive metric view

Answer precision

Higher is better. Values are official percentages reported in the TREC 2025 proceedings paper.

1DDense (wide)
93.83
2CDense (narrow)
92.28
3ESparse (wide)
90.99
4BSparse (narrow)
89.04
5ABaseline
88.31
Show complete official tables
Table 3

Answer quality

RunPrecisionRecallCompletenessCorrectness
ABaseline88.3132.3477.6366.90
BSparse (narrow)89.0435.1567.7064.19
CDense (narrow)92.2836.4169.5365.74
DDense (wide)93.8336.7372.5667.33
ESparse (wide)90.9935.8066.7764.56
Table 4

Citation quality

RunCoverageSupport rateContradiction rate
ABaseline74.8797.380.44
BSparse (narrow)95.4591.120.39
CDense (narrow)94.9090.370.46
DDense (wide)92.2187.461.39
ESparse (wide)95.8387.320.72