Preprint2025
ThinkPRM
Unknown
A generative PRM trained on small synthetic data outperforms discriminative PRMs and LLM-as-a-Judge baselines in step-by-step reasoning verification.
0Apr 1, 2025Reasoning
AI Research
AI & ML Research Papers
A comprehensive index of artificial intelligence and machine-learning research with AI-generated summaries, citation metrics, and direct links to papers and code.
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4 papersConferenceIEEE Transactions on Pattern Analysis and Machine Intelligence2013
USAC: A Universal Framework for Random Sample Consensus
Rahul Raguram, Ondřej Chum, Marc Pollefeys, et al.
USAC extends RANSAC with a universal framework integrating advanced sampling, verification, and model refinement for robust estimation.
676Jun 18, 2013BenchmarksComputer Vision
Preprint2025
SysGen
Unknown
A pipeline that generates system messages and aligned assistant responses for SFT datasets lacking them, using LLM-as-a-judge verification.
0Feb 1, 2025Instruction Tuning
Preprint2026
Beyond outcome verification: Verifiable process reward models for structured reasoning
Unknown
Introduces Verifiable Process Reward Models (VPRMs), a reinforcement-learning framework that checks intermediate reasoning steps to improve structured reasoning beyond outcome verification.
0Jan 1, 2026Reasoning