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Evaluating LLM Social Cognition Through Multi-Agentic Strategic Games
A strategic game arena is introduced that situates LLM agents in social deduction scenarios inspired by Among Us, requiring theory of mind, deception detection, and cooperative deliberation under uncertainty, and motivates architectural changes for virtual agents that must cooperate with humans.
BM25-Augmented Many-Shot Translation for Low-Resource North-Eastern Indian Languages
The retrieval-augmented many-shot translation pipeline from the AmericasNLP 2026 system is adapted to translate between English and eleven North-Eastern Indian languages in both directions to solve the WMT26 Low-Resource Indic Language Translation shared task.