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Commonsense Reasoning on PIQA (Accuracy)

89.99Accuracy

BaLoRA

Updated 16d ago

Evaluation Results

Method	Links
BaLoRA 2026.04		89.99
HiRA 2026.04		89.7
DoRA 2026.04		89.3
IT-Prun 2026.05		89.23
IT-Prun 2026.05		88.9
IT-Prun 2026.05		88.03
MoRA 2026.04		87.43
FFT 2025.09		87.25
ABBA 2025.09		87.2
BoHA 2025.09		86.69
HiRA 2025.09		86.57
GraLoRA 2025.09		86.53
DoRA 2025.09		85.47
Kimi-K2 Base 2026.06		85.47
ChatGPT 2026.04		85.4
LoRA 2025.09		85.2
LoRA 2026.04		85.2
DeepSeek-V3.2 Exp-Base 2026.06		85.09
GLM-4.5 Base 2026.06		85.09
rsLoRA 2025.09		85.05
LoRA-Mixer 2025.06		84.94
BaLoRA 2026.04		84.93
Mistral-Large-3 675B-Base-2512 2026.06		84.82
PiSSA 2025.09		84.71
Qwen3-8B + SFT + WeMask(TF) 2026.05		84.44
Qwen3-8B + WeMask(SFT) 2026.05		84.11
Qwen3-8B + SFT 2026.05		84.06
Nemotron-3-Ultra 550B-A55B-Base 2026.06		83.79
DoRA 2026.04		83.7
HiRA 2026.04		83.35
Qwen3-235B-A22B 2026.06		82.92
Llama2-70B 2026.06		82.81
Vanilla 2025.11		82.4
PuzzleMoE 2025.11		82.1
Lizard 2026.07		82
Qwen3-32B 2026.06		81.88
RF2-100B-A6.1B 2026.06		81.83
PuzzleMoE 2025.11		81.7
LoLA-8B (ours) 2025.05		81.6
LoLa 2026.07		81.6
STILL (concurrent) 2026.07		81.3
Original 2026.05		81.28
DreamReasoner-8B 2026.06		81.2
Llama-3.1-8B 2025.05		81.1
Griffin 7B 2025.05		81
LoLCATs-8B 2025.05		81
D2 2025.11		81
Qwen3-4B + WeMask(SFT) 2026.05		80.96
LolCaT 2026.07		80.96
LLaMA8B 2025.10		80.9
Llamba-8B 2025.05		80.9
NAEE 2025.11		80.9
Llamba 2026.07		80.9
MoRA 2026.04		80.79
LoRA 2025.06		80.71
HC-SMoE 2025.11		80.7
Qwen3-4B + SFT + WeMask(TF) 2026.05		80.69
FFT 2025.09		80.62
RecurrentGemma-9B 2025.05		80.6
Llama 3-8B 2026.06		80.6
BoHA 2025.09		80.59
OLMoE-1B-7B 2026.05		80.5
Falcon-7B 2026.06		80.5
Liger-GLA 2026.07		80.5
CAT-Q 2026.06		80.34
Qwen3-4B + SFT 2026.05		80.3
Qwen3-30B-A3B 2026.06		80.14
ABBA 2025.09		80
MobileMoE-L 2026.05		80
Hawk 7B 2025.05		80
Vanilla 2025.11		80
LoRA 2026.04		79.9
MiMo-7B 2026.06		79.9
GraLoRA 2025.09		79.87
Clean 2026.05		79.8
Clean 2026.05		79.8
Mamba2-8B 2025.05		79.8
OLMo-7B 2026.06		79.8
Qwen2.5-7B 2026.06		79.8
Qwen7B 2025.10		79.7
Falcon3-Mamba-7B 2025.05		79.7
PuzzleMoE 2025.11		79.7
Qwen3-14B 2026.06		79.65
Vanilla 2025.11		79.6
Wanda 2025.11		79.5
Qwen3-8B 2026.06		79.4
PuzzleMoE 2025.11		79.4
PuzzleMoE 2025.11		79.3
HiRA 2025.09		79.22
Dr.LLM 2025.10		79.2
CAT-Q 2026.06		79.16
OURS (GDN) 2026.07		79.16
NAEE 2025.11		79.1
OURS (GDN) 2026.07		79.07
PiSSA 2025.09		79.05
LLaMA 3.1 8B 2026.07		79.05
MobileMoE-L 2026.05		79
Dr.LLM 2025.10		78.9
Mamba-8B 2025.05		78.9
PuzzleMoE 2025.11		78.9

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