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cs.CL2026
HERO'S JOURNEY: Testing Complex Rule Induction with Text Games
Anshun Asher Zheng, Kanishka Misra, David I. Beaver +1
We introduce HERO'S JOURNEY, a benchmark for rule induction in goal-directed episodic tasks, where agents must infer hidden rules from demonstrations and act on them through multi-…
cs.CL2026
Strategic Dialogue Assessment: The Crooked Path to Innocence
Anshun Asher Zheng, Junyi Jessy Li, David I. Beaver
Language is often used strategically, particularly in high-stakes, adversarial settings, yet most work on pragmatics and LLMs centers on cooperativity. This leaves a gap in the sys…
cs.CL2024
Do they mean 'us'? Interpreting Referring Expressions in Intergroup Bias
Venkata S Govindarajan, Matianyu Zang, Kyle Mahowald +2
The variations between in-group and out-group speech (intergroup bias) are subtle and could underlie many social phenomena like stereotype perpetuation and implicit bias. In this p…