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Question Answering on MMLU-Pro

89.1Accuracy

Reasoningbank

Updated 4d ago

Evaluation Results

Method	Links
Reasoningbank 2026.02		89.1
Reasoningbank+prompt 2026.02		87.9
No-Memory 2026.02		87.3
Reasoningbank+Guard 2026.02		87.2
TAME 2026.02		85.8
No-Memory 2026.02		81.6
TAME 2026.02		79.4
Reasoningbank 2026.02		79.1
Memento 2026.02		77.8
Reasoningbank+prompt 2026.02		76.8
Reasoningbank+Guard 2026.02		75
Memento 2026.02		74.2
DC 2026.02		70.1
DC 2026.02		68.7
Base 2025.05		65.36
LD-MoLE 2025.09		55.98
ReMoLE 2025.09		54.98
LD-MoLE 2025.09		53.82
ReMoLE 2025.09		53.4
MoLA(8888) 2025.09		51.12
MoLA(2468) 2025.09		50.37
Online DPO with ArmoRM 2026.02		50.3
MoLA(2468) 2025.09		49.96
LD-MoLE 2025.09		49.58
Online DPO with WILDREWARD 2026.02		48.9
Vanilla LoRA 2025.05		48.54
Offline DPO with WILDREWARD 2026.02		48.5
MoLA(8888) 2025.09		48.21
ReMoLE 2025.09		48.01
Llama3.1-8B-Instruct 2026.02		48
SHE-LoRA 2025.05		47.36
LLaMA-3-70B-Instruct 2025.06		46.36
RCO 2025.06		46.23
RCO 2025.06		43.01
MoLA(2468) 2025.09		42.31
RCO 2025.06		42.3
RCO 2025.06		40.89
RCO 2025.06		40.74
MoLA(8888) 2025.09		40.31
LLaMA-3-8B-Instruct 2025.06		37.88
LLAMA-2-70B-Chat 2025.06		37.59
DPCO 2025.06		37.22
DPCO 2025.06		36.69
DPCO 2025.06		36.52
DPCO 2025.06		36.21
DPCO 2025.06		35.98
Self-refinement 2025.06		35.49
LLaMA-2-7B-Chat 2025.06		35.29
LLaMA-2-13B-Chat 2025.06		34.93
UltraCM-13B 2025.06		33.73
Initial Answer 2025.06		33.14
Aligner 2025.06		32.39
Auto-J-13B 2025.06		28.65
SHE-LoRA 2025.05		14.86
Vanilla LoRA 2025.05		14.62
Base 2025.05		14.29