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Commonsense Reasoning on CommonSenseQA (ACC, BS, ECE, CL)

0.1054BS

Base Model (Q0)

Updated 3d ago

Evaluation Results

Method
Base Model (Q0) 2026.01	0.1054	82.56	0.0173	-0.7201
Isotonic Regression 2026.01	0.1119	-	0.0219	-0.717
Isotonic Regression 2026.01	0.1135	-	0.019	-0.7145
Base Model (Q0) 2026.01	0.1166	82.88	0.0601	-0.7122
TS (Supervised) 2026.01	0.1166	-	0.0524	-0.7122
Base Model (Q0) 2026.01	0.1166	82.88	0.0601	-0.7122
Temperature Scaling 2026.01	0.1166	-	0.0524	-0.7122
Temperature Scaling 2026.01	0.1193	-	0.064	-0.7087
Histogram Binning 2026.01	0.1249	-	0.0254	-0.7039
Base Model (Q0) 2026.01	0.1252	78.46	0.0524	-0.6594
Isotonic Regression 2026.01	0.1259	-	0.0286	-0.6767
Ours (Label-Free Framework) 2026.01	0.1262	83.37	0.0232	-0.7075
Ours (Label-Free) 2026.01	0.1291	83.29	0.0389	-0.7038
label-free post-processing framework 2026.01	0.1291	83.29	0.0389	-0.7038
Histogram Binning 2026.01	0.1295	-	0.022	-0.6985
Temperature Scaling 2026.01	0.1322	-	0.046	-0.6704
Instruct Model (Q1) 2026.01	0.143	82.88	0.1385	-0.6859
Instruct Model (Q1) 2026.01	0.143	82.88	0.1385	-0.6859
Ours (Label-Free Framework) 2026.01	0.1438	80.67	0.0297	-0.6629
Histogram Binning 2026.01	0.1449	-	0.0283	-0.6577
Instruct Model (Q1) 2026.01	0.1512	82.8	0.1483	-0.6768
Isotonic Regression 2026.01	0.1616	-	0.0427	-0.6247
Base Model (Q0) 2026.01	0.1636	70.84	0.0517	-0.5449
Histogram Binning 2026.01	0.1655	-	0.0445	-0.6207
Ours (Label-Free) 2026.01	0.1657	78.71	0.029	-0.6214
label-free post-processing framework 2026.01	0.1657	78.71	0.029	-0.6214
Isotonic Regression 2026.01	0.169	-	0.0443	-0.5468
Base Model (Q0) 2026.01	0.1698	70.93	0.0342	-0.5395
Base Model (Q0) 2026.01	0.1698	70.93	0.0342	-0.5395
Instruct Model (Q1) 2026.01	0.1703	80.26	0.166	-0.6323
Temperature Scaling 2026.01	0.1727	-	0.0645	-0.5431
TS (Supervised) 2026.01	0.1749	-	0.0935	-0.6114
Temperature Scaling 2026.01	0.1749	-	0.0935	-0.6114
Histogram Binning 2026.01	0.1771	-	0.0354	-0.5633
Isotonic Regression 2026.01	0.1773	-	0.0345	-0.5631
Ours (Label-Free) 2026.01	0.1777	74.3	0.0295	-0.5653
label-free post-processing framework 2026.01	0.1777	74.3	0.0295	-0.5653
TS (Supervised) 2026.01	0.1899	-	0.074	-0.5505
Temperature Scaling 2026.01	0.1899	-	0.074	-0.5505
Histogram Binning 2026.01	0.1934	-	0.0257	-0.5224
Base Model (Q0) 2026.01	0.196	70.27	0.1388	-0.5067
Base Model (Q0) 2026.01	0.196	70.27	0.1388	-0.5067
Base Model (Q0) 2026.01	0.1966	58.56	0.0211	-0.389
Ours (Label-Free Framework) 2026.01	0.2002	71.66	0.0885	-0.5165
Instruct Model (Q1) 2026.01	0.203	78.62	0.1999	-0.5832
Instruct Model (Q1) 2026.01	0.203	78.62	0.1999	-0.5832
Instruct Model (Q1) 2026.01	0.2041	74.04	0.1682	-0.5363
Instruct Model (Q1) 2026.01	0.2041	74.04	0.1682	-0.5363
Isotonic Regression 2026.01	0.2309	-	0.0155	-0.3359
Temperature Scaling 2026.01	0.235	-	0.0315	-0.3318
Histogram Binning 2026.01	0.237	-	0.0236	-0.3297
Instruct Model (Q1) 2026.01	0.2579	71.58	0.2574	-0.4579
Ours (Label-Free Framework) 2026.01	0.2847	56.67	0.2182	-0.2821
Instruct Model (Q1) 2026.01	0.3775	56.67	0.3767	-0.1893