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Feb 20, 2025 13 min

Small Models Struggle to Learn from Strong Reasoners

from Arxiv Papers Hosted by Igor Melnyk

The study reveals the Small Model Learnability Gap, showing that smaller models benefit more from simpler reasoning chains. Mix Distillation improves their performance by balancing reasoning complexity. https://arxiv.org/abs//2502.12143 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

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Small Models Struggle to Learn from Strong Reasoners

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European Respiratory Journal European Respiratory Society A monthly podcast from the European Respiratory Journal, summarising the research findings of a number of papers published in each issue. The Grey Lit Café Anthony Haynes Grey (or gray) literature – 'grey lit' for short – includes such forms of communication as reports, white papers, dissertations, newsletters, slide decks, blogs, and podcasts. The Grey Lit Café explores the opportunities and benefits that grey lit provides for professionals and researchers. The podcast is directed by Anthony Haynes, produced by Dr Bart Hallmark, and published by Frontinus Ltd, a communications agency focused on engineering, infrastructure, sustainability, and research. Frontinus provides consultancy, editing, writing, and training services. If you're creating some grey literature and would like some support, contact us via our website, frontinus.org.uk. GSA on Aging The Gerontological Society of America The Gerontological Society of America (GSA) brings together educators, clinicians, administrators, researchers, and students who share their experiences, expertise, and innovations in aging. The GSA On Aging Podcast series covers a wide range of topics related to aging and gerontology. It features interviews with experts and discussions on research papers published in various GSA journals. The series explores various aspects of aging, including dementia, technology, ageism, age-friendly communities, and other relevant issues affecting older adults.

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