[QA] Maximizing Confidence Alone Improves Reasoning

from Arxiv Papers · host Igor Melnyk

The paper introduces RENT, an unsupervised reinforcement learning method using entropy minimization as intrinsic reward, enhancing reasoning abilities in language models without external supervision across various benchmarks. https://arxiv.org/abs//2505.22660 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016 Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers

Episode metadata supplied by the publisher feed · Published May 29, 2025

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[QA] Maximizing Confidence Alone Improves Reasoning

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