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Compact Language Models via Pruning and Knowledge Distillation

Research paper by Saurav Muralidharan and collaborators. Published 2024-07-19. Topics: pruning, depth pruning, width pruning, attention pruning, MLP pruning.

Resource information

Authors
Saurav Muralidharan, Sharath Turuvekere Sreenivas, Raviraj Joshi, Marcin Chochowski, Mostofa Patwary, Mohammad Shoeybi, Bryan Catanzaro, Jan Kautz, Pavlo Molchanov
Research topics
pruning, depth pruning, width pruning, attention pruning, MLP pruning, knowledge distillation, Nemotron-4, compressed architectures, MMLU scores, Minitron, Mistral 7B, Gemma 7B
Publication date
2024-07-19
Publication
arXiv
Last record update
Nov 3, 2026