Papers2

#reasoning trajectories

AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent

AgentArk teaches one language model to think like a whole team of models that debate, so it can solve tough problems quickly without running a long, expensive debate at answer time.

#multi-agent distillation#process reward model#GRPO

MentraSuite: Post-Training Large Language Models for Mental Health Reasoning and Assessment

Intermediate

Mengxi Xiao, Kailai Yang et al.Dec 10arXiv

MentraSuite is a complete toolkit that teaches large language models (LLMs) to reason about mental health step by step, not just sound caring.

#mental health reasoning#LLM post-training#supervised fine-tuning