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Instead of fine-tuning, you might try out the Instructor series from here. https://instructor-embedding.github.io/ https://instructor-embedding.github.io/ https
by famouswaffles 3y ago
Instead of fine-tuning, you might try out the Instructor series from here.
https://instructor-embedding.github.io/ https://instructor-embedding.github.io/
https://huggingface.co/spaces/mteb/leaderboard https://huggingface.co/spaces/mteb/leaderboard
Open source and the way it works is that you give an instruction on the type of task or even domain you want the embedding to be tailored to and embeddings change depending on the instructions.
- david_shi 3y agoInstructor performs very well but is still limited to its training corpus. For niche domains, fine-tuning can be helpful in improving performance.