response-alignment

HyperTrace is a training-free framework for online LLM personalization that uses interpretable natural-language hypotheses to trace latent user preferences, improving response alignment and consistency.

PersonaVLM introduces a personalized multimodal LLM framework that enables long-term user adaptation through memory retention, multi-turn reasoning, and response alignment, outperforming GPT-4o by 5.2% on the new Persona-MME benchmark.