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Learning Personalized Agents from Human Feedback

Beginner
Kaiqu Liang, Julia Kruk et al.Feb 18arXiv

AI helpers often don’t know new users’ tastes and can’t keep up when those tastes change.

#personalization#human feedback#pre-action clarification

FineInstructions: Scaling Synthetic Instructions to Pre-Training Scale

Intermediate
Ajay Patel, Colin Raffel et al.Jan 29arXiv

Large language models usually learn by guessing the next word, then get a tiny bit of instruction-following practice; this paper flips that by turning massive web documents into instruction-and-answer pairs at huge scale.

#FineInstructions#synthetic instruction–answer pairs#instruction-tuning pre-training