2 papers
cs.LG2025
LikeBench: Evaluating Subjective Likability in LLMs for Personalization
Md Awsafur Rahman, Adam Gabrys, Doug Kang +3
A personalized LLM should remember user facts, apply them correctly, and adapt over time to provide responses that the user prefers. Existing LLM personalization benchmarks are lar…
cs.CL2025
GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models
Min Zeng, Jingfei Sun, Xueyou Luo +4
In natural language processing tasks, pure reinforcement learning (RL) fine-tuning methods often suffer from inefficient exploration and slow convergence; while supervised fine-tun…