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How I Study AI - Learn AI Papers & Lectures the Easy Way

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All SourcesarXiv
#Process Supervision

Training Data Efficiency in Multimodal Process Reward Models

Intermediate
Jinyuan Li, Chengsong Huang et al.Feb 4arXiv

Multimodal Process Reward Models (MPRMs) teach AI to judge each step of a picture-and-text reasoning process, not just the final answer.

#Multimodal Process Reward Model#Process Supervision#Monte Carlo Annotation

Exploring Reasoning Reward Model for Agents

Intermediate
Kaixuan Fan, Kaituo Feng et al.Jan 29arXiv

The paper teaches AI agents better by grading not just their final answers, but also how they think and use tools along the way.

#Agentic Reinforcement Learning#Reasoning Reward Model#Process Supervision