This book constitutes the refereed proceedings of the First International Workshop on Language Models for Underserved Communities, LM4UC@AAAI 2026, held in Singapore, on January 27, 2026.
The 14 full papers and 5 short papers included in this volume were carefully reviewed and selected from 43 submissions. They are organized in topical sections as follows: Evaluation and Benchmarks; and Low-Resource Adaptation.
Sang Truong
Natural language processing Machine translation Language resources Natural language generation Lexical semantics Multi-agent systems Cultural characteristics Evaluation Large Language Models (LLMs) Low-Resource Languages AI Safety and Alignment Multilingual Modeling Algorithmic Bias and Equity