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Nice paper for a long read across 114 pages.
"Ultimate Guide to Fine-Tuning LLMs"
Some of the things they cover
๐ Fine-tuning Pipeline
Outlines a seven-stage process for fine-tuning LLMs, from data preparation to deployment and... See more
How do models represent style, and how can we more precisely extract and steer it?
A commonly requested feature in almost any LLM-based writing application is โI want the AI to respond in my style of writing,โ or โI want the AI to adhere to this style guide.โ Aside from costly and complicated multi-stage finetuning processes like Anthropicโs RL with... See more
A commonly requested feature in almost any LLM-based writing application is โI want the AI to respond in my style of writing,โ or โI want the AI to adhere to this style guide.โ Aside from costly and complicated multi-stage finetuning processes like Anthropicโs RL with... See more
Shortwave โ rajhesh.panchanadhan@gmail.com [Gmail alternative]
๐บ๐ฒ๐๐ต๐ผ๐ฑ๐ ๐ผ๐ณ ๐ณ๐ถ๐ป๐ฒ-๐๐๐ป๐ถ๐ป๐ด ๐ฎ๐ป ๐ผ๐ฝ๐ฒ๐ป-๐๐ผ๐๐ฟ๐ฐ๐ฒ ๐๐๐ ๐ฒ๐
๐ถ๐t โ
- ๐๐ฐ๐ฏ๐ต๐ช๐ฏ๐ถ๐ฆ๐ฅ ๐ฑ๐ณ๐ฆ-๐ต๐ณ๐ข๐ช๐ฏ๐ช๐ฏ๐จ: utilize domain-specific data to apply the same pre-training process (next token prediction) on the pre-trained (base) model
- ๐๐ฏ๐ด๐ต๐ณ๐ถ๐ค๐ต๐ช๐ฐ๐ฏ ๐ง๐ช๐ฏ๐ฆ-๐ต๐ถ๐ฏ๐ช๐ฏ๐จ: the pre-trained (base) model is fine-tuned on a Q&A dataset to learn to answer questions
- ๐๐ช๐ฏ๐จ๐ญ๐ฆ-๐ต๐ข๐ด๐ฌ ๐ง๐ช๐ฏ๐ฆ-๐ต๐ถ๐ฏ๐ช๐ฏ๐จ: the... See more
- ๐๐ฐ๐ฏ๐ต๐ช๐ฏ๐ถ๐ฆ๐ฅ ๐ฑ๐ณ๐ฆ-๐ต๐ณ๐ข๐ช๐ฏ๐ช๐ฏ๐จ: utilize domain-specific data to apply the same pre-training process (next token prediction) on the pre-trained (base) model
- ๐๐ฏ๐ด๐ต๐ณ๐ถ๐ค๐ต๐ช๐ฐ๐ฏ ๐ง๐ช๐ฏ๐ฆ-๐ต๐ถ๐ฏ๐ช๐ฏ๐จ: the pre-trained (base) model is fine-tuned on a Q&A dataset to learn to answer questions
- ๐๐ช๐ฏ๐จ๐ญ๐ฆ-๐ต๐ข๐ด๐ฌ ๐ง๐ช๐ฏ๐ฆ-๐ต๐ถ๐ฏ๐ช๐ฏ๐จ: the... See more