Skip to main content Open menu Open navigation Go to Reddit Home r/LLM Get App Get the Reddit app Log In Log in to Reddit Expand user menu Open settings menu Go to LLM r/LLM • DryEase865 I liked this paper- [2510.04226] Epistemic Diversity and Knowledge Collapse in Large Language Models arxiv.org Open Large language models (LLMs) tend to generate lexically, semantically, and stylistically homogenous texts. This poses a risk of knowledge collapse, where homogenous LLMs mediate a shrinking in the range of accessible information over time Read more Share New to Reddit? Create your account and connect with a world of communities. Continue with Email By continuing, you agree to our User Agreement and acknowledge that you understand the Privacy Policy. Public Anyone can view, post, and comment to this community 0 0 Reddit Rules Privacy Policy User Agreement Accessibility Reddit, Inc. © 2026. All rights reserved. Expand Navigation Collapse Navigation
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В тексте обсуждается проблема однородности текстов, генерируемых большими языковыми моделями (LLM), что может привести к сокращению доступной информации. Авторы указывают на тенденцию LLM к генерации текстов с одинаковой лексикой, семантикой и стилем, что создает риск "схлопывания" знаний.
