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ResearchFormerly WizWand

Law reasoning on Law

70.25AccuracyEpiCoDe
22.732435.068747.40559.7413Jun 4, 2025Jun 24, 2025Jul 15, 2025Aug 5, 2025Aug 26, 2025Sep 16, 2025Oct 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
EpiCoDeBackbone=Qwen2-7B-Instruct2025.0670.25
CDBackbone=Qwen2-7B-Instruct2025.0669.91
MEBackbone=Qwen2-7B-Instruct2025.0669.46
FinetuneBackbone=Qwen2-7B-Instruct2025.0669.03
EpiCoDeBackbone=Deepseek-7B-Chat2025.0665.51
MEBackbone=Deepseek-7B-Chat2025.0665.42
EpiCoDeBackbone=Qwen2-1.5B-Instruct2025.0665.38
CDBackbone=Deepseek-7B-Chat2025.0665.29
CDBackbone=Qwen2-1.5B-Instruct2025.0665.22
MEBackbone=Qwen2-1.5B-Instruct2025.0664.94
FinetuneBackbone=Deepseek-7B-Chat2025.0664.78
FinetuneBackbone=Qwen2-1.5B-Instruct2025.0664.34
EpiCoDeBackbone=Llama-3.2-3B-Instruct2025.0663.79
CDBackbone=Llama-3.2-3B-Instruct2025.0663.38
MEBackbone=Llama-3.2-3B-Instruct2025.0662.73
FinetuneBackbone=Llama-3.2-3B-Instruct2025.0662.13
LoRAr=8Backbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.2605, A=1, B=12025.1025.64
HydraLoRABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5785, A=1, B=32025.1025.64
MASABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5220, A=5, B=12025.1025.41
P-TuningBackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.02802025.1025.18
LoRAr=16Backbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5196, A=1, B=12025.1025.07
Prompt TuningBackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.00042025.1024.9
DoRAr=16Backbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.5366, A=1, B=12025.1024.9
VB-LoRABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.2613, A=1, B=12025.1024.84
CoLABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.6551, A=2, B=32025.1024.73
LLaMA3-8BBackbone=LLaMA3-8B, Zero-shot=true2025.1024.62
BSLoRABackbone=LLaMA3-8B, Zero-shot=true, Params. (%)=0.2247, A=1, B=12025.1024.56