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Reward Modeling on RewardBench v1.0 (test)

0.9777Chat Score

BT + margin

Updated 4d ago

Evaluation Results

Method	Links
BT + margin 2025.12		0.9777	0.4759	0.8128	0.6997	0.7415
NORMBT 2025.12		0.9693	0.4978	0.8419	0.7693	0.7696
BT + margin out 2025.12		0.9665	0.4583	0.8405	0.7281	0.7484
CLoud 2025.03		0.965	0.455	0.754	0.862	0.759
BT + margin out 2025.12		0.9609	0.3838	0.7757	0.7809	0.7253
BT + margin 2025.12		0.9581	0.375	0.7865	0.7298	0.7123
NORMBT 2025.12		0.9581	0.398	0.7797	0.8071	0.7357
BT (baseline) 2025.12		0.9553	0.4989	0.8169	0.717	0.7524
BT + label smooth 2025.12		0.9553	0.4978	0.7973	0.7252	0.7439
BT (baseline) 2025.12		0.9525	0.4035	0.7797	0.7541	0.7225
BT + label smooth 2025.12		0.9385	0.3772	0.7595	0.7228	0.6995
TRACT 2025.03		0.927	0.542	0.759	0.716	0.736
TRACT 2025.03		0.922	0.434	0.799	0.837	0.748
A.2 2025.03		0.886	0.564	0.773	0.645	0.717
B.4 2025.03		0.883	0.581	0.807	0.828	0.775
BT (baseline) 2025.12		0.8603	0.7829	0.8986	0.6705	0.8031
Prometheus-2-7B 2025.03		0.855	0.491	0.771	0.765	0.72
NORMBT 2025.12		0.838	0.7346	0.825	0.8071	0.8012
NORMBT 2025.12		0.838	0.7873	0.8878	0.746	0.8148
A.4 2025.03		0.824	0.469	0.7	0.568	0.64
BT (baseline) 2025.12		0.8128	0.7336	0.8243	0.7746	0.7863
A.1 2025.03		0.777	0.513	0.569	0.482	0.585
Prometheus-2-7B 2025.03		0.679	0.423	0.673	0.378	0.538
B.2 2025.03		0.629	0.305	0.12	0.368	0.355
B.3 2025.03		0.595	0.358	0.651	0.312	0.479
B.1 2025.03		0.592	0.29	0.7	0.355	0.484
A.3 2025.03		0.564	0.292	0.385	0.194	0.359