AQLM+PV
Collection
Official AQLM quantizations for "PV-Tuning: Beyond Straight-Through Estimation for Extreme LLM Compression": https://arxiv.org/abs/2405.14852
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25 items
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Updated
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18
Official AQLM quantization of mistralai/Mistral-Nemo-Instruct-2407 finetuned with PV-Tuning.
For this quantization, we used 1 codebook of 16 bits and groupsize of 8.
Results:
Model | Quantization | MMLU (5-shot) | ArcC | ArcE | Hellaswag | PiQA | Winogrande | Model size, Gb |
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mistralai/Mistral-Nemo-Instruct-2407 | None | 0.6819 | 0.5606 | 0.8241 | 0.6332 | 0.8090 | 0.7498 | 24.5 |
1x16g8 | 0.6071 | 0.5017 | 0.7942 | 0.5930 | 0.7987 | 0.7356 | 5.8 |
Note
We used lm-eval=0.4.0
for evaluation.