2 papers
cs.CL2026
REM-CTX: Automated Peer Review via Reinforcement Learning with Auxiliary Context
Pawin Taechoyotin, Daniel E. Acuna
Most automated peer review systems rely on textual manuscript content alone, leaving visual elements such as figures and external scholarly signals underutilized. We introduce REM-…
cs.AI2025
REMOR: Automated Peer Review Generation with LLM Reasoning and Multi-Objective Reinforcement Learning
Pawin Taechoyotin, Daniel Acuna
AI-based peer review systems tend to produce shallow and overpraising suggestions compared to human feedback. Here, we evaluate how well a reasoning LLM trained with multi-objectiv…