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EleutherAI/llemma_7b_muinstruct_camelmath

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
2likes26downloads
Model Card

llemma_7b_muinstruct_camelmath is an instruction-following finetune of Llemma 7B, trained on the μInstruct and camel-ai/math datasets.

Input Formatting

Format input queries as follows:

input_text = f"Input:{input}\n\nResponse:"

Note that due to an error during training, this model's end-of-sequence token ID is 0 instead of the 2 which is standard for Llama-2 based models. Inference APIs should handle this automatically by reading this repo's config.json, but be aware of this difference if you are doing token surgery.

Evals

llemma_7b_muinstruct_camelmath compares favorably to other 7B parameter models on the Hungarian Math Exam. It surpasses the few-shot performance of Llemma 7B whilst being the strongest Llama-2 7B based model.

ModelExam Score
Code Llama 7B (few-shot)8\%
MetaMath 7B20\%
MAmmoTH 7B17\%
MAmmoTH Coder 7B11\%
Llemma 7B (few-shot)23\%
Llemma7Bmuinstruct_camelmath25\%
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Mistral 7B (few-shot)22\%
MetaMath Mistral 7B29\%
OpenChat 3.537\%