Attribution faithfulness on LongRA benchmark leaderboard · SOTA2 Research

Attribution faithfulness on LongRA

10.8Soft-NC ScoreHETA

Evaluation Results

Method	Links
HETA2026.04		10.8	2.35
HETA2026.04		10.3	2.31
HETA2026.04		10.1	2.5
HETA2026.04		9.9	2.6
Peering (PML)2026.04		2.15	0.49
Peering (PML)2026.04		2.05	0.61
Peering (PML)2026.04		2.05	0.5
Integrated Gradients2026.04		1.95	0.44
ContextCite2026.04		1.9	0.56
Integrated Gradients2026.04		1.87	0.45
ReAgent2026.04		1.68	0.37
ReAgent2026.04		1.66	0.38
ReAgent2026.04		1.66	0.38
ReAgent2026.04		1.55	0.36
SEA-CoT2026.04		1.54	0.32
SEA-CoT2026.04		1.5	0.31
ContextCite2026.04		1.5	0.04
SEA-CoT2026.04		1.5	0.31
ContextCite2026.04		1.42	0.03
Progressive Inference2026.04		1.35	0.28
SEA-CoT2026.04		1.35	0.3
Progressive Inference2026.04		1.3	0.25
Progressive Inference2026.04		1.3	0.25
Integrated Gradients2026.04		1.2	0.14
Progressive Inference2026.04		1.2	0.24
ContextCite2026.04		1.17	0.58
TDD-backward2026.04		1.1	-0.12
TDD-backward2026.04		1.05	-0.08
TDD-backward2026.04		1.05	-0.1
fAML2026.04		0.46	-0.21
Attention Rollout2026.04		0.41	-0.01
Attention Rollout2026.04		0.39	-0.02
Attention Rollout2026.04		0.38	-0.03
fAML2026.04		0.23	-0.09
fAML2026.04		0.23	-0.09
fAML2026.04		0.21	-0.1
Peering (PML)2026.04		0.15	0.15
Integrated Gradients2026.04		0.13	0.13
TDD-backward2026.04		-0.02	-0.11
Attention Rollout2026.04		-1.48	0.01