Apple Workshop on Human-Centered Machine Learning 2024: Speech Technology for People with Speech Disabilities
AuthorsColin Lea and Dianna Yee
Apple Workshop on Human-Centered Machine Learning 2024: Speech Technology for People with Speech Disabilities
AuthorsColin Lea and Dianna Yee
Multi-Agent Teams Hold Experts Back
July 2, 2026research area Speech and Natural Language Processingconference ICML
Multi-agent LLM systems are increasingly deployed as autonomous collaborators, where agents interact freely rather than execute fixed, pre-specified workflows. In such settings, effective coordination cannot be fully designed in advance and must instead emerge through interaction. However, most prior work enforces coordination through fixed roles, workflows, or aggregation rules, leaving open the question of how well self-organizing teams perform…