Grateful for @wired.com 's coverage of our work on Generative Echo Chambers. 📰 Read the full article: www.wired.it/article/chat... 📚 Explore our research: 🔗 aclanthology.org/2025.naacl-l... 🔗 dl.acm.org/doi/10.1145/... #AI #LLMs #EchoChambers #ResponsibleAI #AIEthics

#NAACL2025 30 April - 2pm, Hall 3, Special Theme "Faux Polyglots: A study on Information Disparity in Multilingual Large Language Models". Come visit and learn about how multilingual RALMs fail to handle multilingual information conflicts. Teaser: youtu.be/aPS2Ntav1FE #LLM #AI #NLProc

Nikhil Sharma ༗@nikhilsksharma.bsky.social · 2y ago

Are multilingual LLMs ready for the challenges of real-world information-seeking where diverse perspectives and facts are represented in different languages? Unfortunately, No. We find LLMs are faux polyglots. 📢Preprint: tinyurl.com/fdunz3dz #LLMs #NLProc

🚨 You are only evaluating a slice of your test-time scaling model's performance! 🚨 📈 We consider how models’ confidence in their answers changes as test-time compute increases. Reasoning longer helps models answer more confidently! 📝: arxiv.org/abs/2502.13962

Thrilled that our paper Faux Polyglot has been accepted to #NAACL2025 main! 🚀 We show that multilingual RAG creates language-specific information cocoons and amplifies perspectives and facts in the dominant language, especially when handling knowledge conflicts. 📜 arxiv.org/abs/2407.05502

Faux Polyglot: A Study on Information Disparity in Multilingual Large Language Models

With Retrieval Augmented Generation (RAG), Large Language Models (LLMs) are playing a pivotal role in information search and are being adopted globally. Although the multilingual capability of LLMs of...

arxiv.org

Putting together a JHU Center for Language and Speech Processing starter pack! Please reply or DM me if you're doing research at CLSP and would like to be added - I'm still trying to find out which of us are on here so far. go.bsky.app/JtWKca2

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Had a good conversation about "What exactly is misinformation?" with @williamjurayj.bsky.social Thread below