Apple Workshop on Natural Language and Interactive Systems 2025: The Role of Prosody in Spoken Question Answering
AuthorsJie Chi (Apple)
Apple Workshop on Natural Language and Interactive Systems 2025: The Role of Prosody in Spoken Question Answering
AuthorsJie Chi (Apple)
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…