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Maartje ter Hoeve

@maartjeterhoeve.bsky.social

Machine Learning Researcher at Apple MLR • PhD in Human-Centered NLP from University of Amsterdam • MSc AI, BA Linguistics

Posts Replies Media

Reposted by Maartje ter Hoeve

Anna Seo Gyeong Choi @annaseogyeongchoi.bsky.social · 06/11/2025

🧵Excited to present our work at #EMNLP2025 “Analyzing Dialectal Biases in LLMs for Knowledge and Reasoning Benchmarks”! Paper 📄 arxiv.org/abs/2510.00962 w/ Eileen Pan, Skyler Seto, @allisonkoe.bsky.social @maartjeterhoeve.bsky.social

Research poster showing LLMs perform up to 20% worse on non-standard English dialects. Includes tables comparing performance across 6 dialects (African American, Appalachian, Chicano, Indian, Singaporean, Southern) and bar charts showing three grammar rules (existential it, zero copula, y'all) explain roughly half the accuracy decrease

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Maartje ter Hoeve @maartjeterhoeve.bsky.social · 21/11/2024

New preprint! 👇 💜 We introduce PLUM, to teach LLMs to remember prior user conversations. An important step towards personalizing LLMs! Details below! Many thanks to Charlotte for being a great intern and driving this project, and to many members of MLR and Apple that helped get this work out 🙏

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