SOTA Logical Reasoning on AutoLogi and PapersWithCode

94.1Accuracy (Avg@8)

CERL full

Updated 26d ago

Evaluation Results

Method	Links
CERL full 2026.05		94.1
CERL full 2026.05		93.6
CERL full 2026.05		93.6
Halo 2026.05		93.5
Correctness-only RL 2026.05		93.1
Halo 2026.05		93
Fixed-ratio erasure + free answer 2026.05		92.1
Halo 2026.05		91.6
Fixed-ratio erasure + free answer 2026.05		91
Long-answer SFT 2026.05		90.8
Fixed-ratio erasure + free answer 2026.05		90
Base Qwen3-14B 2026.05		89.1
Base Qwen3-8B 2026.05		89
Length-penalty RL 2026.05		88.3
Length-penalty RL 2026.05		88.1
Base Qwen3-32B 2026.05		87.4
Length-penalty RL 2026.05		87.2
TokenSkip† 2026.05		82.5
TokenSkip 2026.05		82.1
TokenSkip† 2026.05		81
Teacher Policy 2026.06		76.3
DOPD 2026.06		71
ExOPD 2026.06		68
Uni-OPD 2026.06		67.2
EOPD 2026.06		67.1
TIP 2026.06		65.5
OPCD 2026.06		65.2
Vanilla OPD 2026.06		64.3
OPSD 2026.06		63.1
SDPO 2026.06		62.9
SDFT 2026.06		62.6
Student Policy 2026.06		59.8