Humans' ALMANAC: Action-Level Mental Model Dataset for Agent Collaboration
arXiv·medium signal
ALMANAC is a human collaboration dataset with action-level mental model annotations, targeting the gap that today's agents are optimized for task completion rather than maintaining aligned mental models of partners' intentions and shared goals. It provides ground-truth annotations of how human collaborators track their own reasoning and partners' intentions during joint tasks. A resource for training agents that act as genuine collaborators rather than solo task solvers.