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LoRA Merging Performance on LoRA problem types English

82Score S(gamma)K-Merge
46.6455.826574.18Oct 15, 2025

Evaluation results

MethodLinks
K-MergeLoRA storage budget K=7, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1082
LinearLoRA storage budget K=7, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1081
K-MergeLoRA storage budget K=5, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1077
LinearLoRA storage budget K=5, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1077
TIESLoRA storage budget K=7, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1072
K-MergeLoRA storage budget K=3, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1071
LinearLoRA storage budget K=3, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1065
K-MergeLoRA storage budget K=1, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1062
TIESLoRA storage budget K=5, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1061
DARELoRA storage budget K=7, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1059
DARELoRA storage budget K=5, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1058
DARELoRA storage budget K=3, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1054
LinearLoRA storage budget K=1, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1053
TIESLoRA storage budget K=3, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1053
DARELoRA storage budget K=1, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1052
TIESLoRA storage budget K=1, Base Model=Llama-3.2-3B-Instruct, Seed=single seed2025.1048