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Benchmarks
Instruction Tuning on Data Mix
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59.1
Accuracy
GRADIENTSPACE
18.54
29.07
39.6
50.13
Dec 7, 2025
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
GRADIENTSPACE
Backbone Model=LLaMA-2...
2025.12
59.1
ELREA
Backbone Model=LLaMA-2-7B
2025.12
56.2
K-means + LoRA (Mixture of LoRA)
Backbone Model=LLaMA-2-7B
2025.12
53.3
Finetuning
Backbone Model=LLaMA-2-7B
2025.12
48.9
LoRA Finetuning
Backbone Model=LLaMA-2-7B
2025.12
48.1
Model Merging
Backbone Model=LLaMA-2-7B
2025.12
47.1
GRADIENTSPACE
Backbone Model=LLaMA-3...
2025.12
46.4
ELREA
Backbone Model=LLaMA-3...
2025.12
41.7
K-means + LoRA (Mixture of LoRA)
Backbone Model=LLaMA-3...
2025.12
38.8
Random clustering + LoRA
Backbone Model=LLaMA-2-7B
2025.12
38.3
Model Merging
Backbone Model=LLaMA-3...
2025.12
34.1
Finetuning
Backbone Model=LLaMA-3...
2025.12
33.8
LoRA Finetuning
Backbone Model=LLaMA-3...
2025.12
33.6
Zero-shot prompting (Pretrained)
Backbone Model=LLaMA-2-7B
2025.12
33.4
Random clustering + LoRA
Backbone Model=LLaMA-3...
2025.12
26.9
Zero-shot prompting (Pretrained)
Backbone Model=LLaMA-3...
2025.12
20.1
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