Causal Faithfulness Evaluation on Edgar Domain benchmark leaderboard · SOTA2 Research

Causal Faithfulness Evaluation on Edgar Domain

0.988nAOPCGAE

Evaluation Results

Method	Links
GAE2026.05		0.988	1.652	0.023
GAE2026.05		0.981	1.618	0.0009
SAEBoost2026.05		0.979	1.542	0.0072
FaithfulSAE2026.05		0.976	1.134	0.0197
Fixed2026.05		0.975	1.025	0.0201
Finetune2026.05		0.971	1.117	0.0047
Retrain2026.05		0.97	1.848	0.0261
GAE2026.05		0.968	1.946	0.0098
TERM2026.05		0.964	0.999	0.0198
TERM2026.05		0.959	1.787	0.0167
Finetune2026.05		0.959	1.832	0.0131
SAEBoost2026.05		0.955	1.598	0.0152
Fixed2026.05		0.953	1.69	0.017
FaithfulSAE2026.05		0.953	1.769	0.0205
Retrain2026.05		0.936	1.034	0.0015
SAEBoost2026.05		0.903	1.297	0.0296
TERM2026.05		0.895	0.981	0.0298
Retrain2026.05		0.746	0.821	0.0329
Fixed2026.05		0.725	0.828	0.03
FaithfulSAE2026.05		0.724	0.822	0.0323
GAE2026.05		0.723	0.809	0.0037
Retrain2026.05		0.715	0.797	0.0065
Finetune2026.05		0.684	0.86	0.0282
Finetune2026.05		0.658	0.687	0.0068
FaithfulSAE2026.05		0.657	0.683	0.0074
TERM2026.05		0.655	0.682	0.0145
Fixed2026.05		0.65	0.667	0.0089
SAEBoost2026.05		0.604	0.65	0.0098