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locailabs/gemma-3-1b-it-sft-metamathqa-modelmerge

sourceHugging Facegemmaupdated 6mo agoView on Hugging Face
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Gemma 3 1B IT — MetaMathQA Merged (α=0.5)

A merged model created by interpolating the weights of a MetaMathQA-finetuned Gemma 3 1B IT with the original base model.

Method

  1. 1.Fine-tune google/gemma-3-1b-it on 7,000 samples from MetaMathQA using SFT.
  2. 2.Merge the fine-tuned weights back into the base model via linear interpolation with α=0.5:

$$\theta{\text{merged}} = \alpha \cdot \theta{\text{FT}} + (1 - \alpha) \cdot \theta_{\text{base}}$$

This simple averaging actually improves task-specific gain from fine-tuning while retaining more of the base model's instruction following that pure FT degrades.

Results

MethodMMLU ReduxGSM8KIFEval
Base39.7933.6640.48
FT41.0237.1528.84
Merged40.5339.5836.41