Did it find the right documents · avg recall (mean of two benchmarks)
MultiDocFusionbest of text chunks
74.6
HopRAGbest of text graph
74.1
RAPTORtext graph · Part 2
73.4
SimpleDocbest of MM graph
69.0
VDocRAGbest of page-level MM
67.8
Did it find all of them · All (miss one = fail)
MultiDocFusionbest of text chunks
52.6
HopRAGbest of text graph
51.8
RAPTORtext graph · Part 2
50.9
SimpleDocbest of MM graph
46.0
VDocRAGbest of page-level MM
44.9
one bar per family: the strongest of the 14 baselines (+ RAPTOR from Part 2) · full 14-row tables are in the paper
On the multi-document benchmark (FRAMES), All improves by +11.4pt · hierarchy-path routing misses fewer of the scattered documents