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. 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.
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