Share your thoughts, 1 month free Claude Pro on usSee more

Reasoning Quality Assessment on GPQA

0.83AUROC

TRACED

Updated 1mo ago

Evaluation Results

Method	Links
TRACED 2026.03		0.83	0.6607	0.64
TRACED 2026.03		0.7636	0.7583	0.475
SAPLMA 2026.03		0.7622	0.745	0.4257
LR Probe 2026.03		0.76	0.7683	0.6
LR Probe 2026.03		0.7588	0.5451	0.8571
LR Probe 2026.03		0.7571	0.6552	0.5
TRACED 2026.03		0.7344	0.6794	0.525
SAPLMA 2026.03		0.7333	0.6661	0.4286
LR Probe 2026.03		0.7194	0.668	0.5383
SAPLMA 2026.03		0.718	0.5505	0.7143
TRACED 2026.03		0.705	0.7328	0.425
CoE 2026.03		0.6833	0.645	0.6889
Entropy 2026.03		0.6806	0.7038	0.7778
SAPLMA 2026.03		0.68	0.6962	0.4402
MSP 2026.03		0.6389	0.6519	0.7778
MSP 2026.03		0.6	0.6787	0.8
CoT-Kinetics 2026.03		0.58	0.6	0.85
Perplexity 2026.03		0.56	0.545	0.6
Entropy 2026.03		0.56	0.6587	0.8
CoT-Kinetics 2026.03		0.549	0.5	0.85
CoE 2026.03		0.54	0.6746	0.8576
CoT-Kinetics 2026.03		0.5238	0.5399	0.8714
CoE 2026.03		0.5	0.6	0.8317
Entropy 2026.03		0.4857	0.5159	0.8823
CoT-Kinetics 2026.03		0.4722	0.6	0.7444
Perplexity 2026.03		0.3917	0.3871	0.8723
MSP 2026.03		0.3857	0.4917	0.8678
MSP 2026.03		0.3837	0.475	0.8887
Perplexity 2026.03		0.3831	0.4107	0.8767
CoE 2026.03		0.381	0.5403	0.8325
Entropy 2026.03		0.3186	0.3959	0.8324
Perplexity 2026.03		0.3143	0.3709	0.8672