papersSEP 11 04:00 UTC
Hashing Sketch Proposed as Cheaper Alternative to Protein Language Models
A new arXiv paper examines when inexpensive hashing-based embeddings can match pre-trained protein language models like ESM-2 on biological sequence classification. The authors argue that PLMs are costly to embed and fine-tune because they need GPUs, and offer a theoretically grounded hashing approach as a lighter substitute. The work is a revised preprint and is not yet peer-reviewed.