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Aryanne/Sheared-LLaMA-1.3B-gguf
Sheared-LLaMA-1.3B-gguf is a machine learning model from Aryanne. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
Some GGUF v2 quantizations of the model princeton-nlp/Sheared-LLaMA-1.3B
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From the Hugging Face model README
Some GGUF v2 quantizations of the model princeton-nlp/Sheared-LLaMA-1.3B
Sheared-LLaMA-1.3B is a model pruned and further pre-trained from meta-llama/Llama-2-7b-hf. We dynamically load data from the RedPajama dataset. We use 0.4B tokens for pruning and 50B tokens for continued pre-training the pruned model.
We evaluate on an extensive set of downstream tasks including reasoning, reading comprehension, language modeling and knowledge intensive tasks. Our Sheared-LLaMA models outperform existing large language models.
| Model | # Pre-training Tokens | Average Performance |
|---|---|---|
| LLaMA2-7B | 2T | 64.6 |
1.3B
| Model | # Pre-training Tokens | Average Performance |
|---|---|---|
| OPT-1.3B | 300B | 48.2 |
| Pythia-1.4B | 300B | 48.9 |
| Sheared-LLaMA-1.3B | 50B | 51.0 |
3B
| Model | # Pre-training Tokens | Average Performance |
|---|---|---|
| OPT-2.7B | 300B | 51.4 |
| Pythia-2.8B | 300B | 52.5 |
| INCITE-Base-3B | 800B | 54.7 |
| Open-LLaMA-3B-v1 | 1T | 55.1 |
| Open-LLaMA-3B-v2 | 1T | 55.7 |
| Sheared-LLaMA-2.7B | 50B | 56.7 |