Author

Amit Parekh

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#artificial intelligence Jun 2026

GPTNT: Benchmarking Real-Time Collaboration Between Multimodal Agents on Keep Talking And Nobody Explodes

GPTNT is a benchmark built on the cooperative video game Keep Talking and Nobody Explodes, in which two agents must coordinate to defuse procedurally generated bomb puzzles against a live countdown, to expose how models collaborate versus how they perform alone.

Amit Parekh, Sabrina McCallum, Kareem Al-Hasan et al. · arXiv.org · 0 citations

#artificial intelligence Apr 2026

When Chain-of-Thought Fails, the Solution Hides in the Hidden States

It is demonstrated that CoT encodes recoverable, token-level problem-solving information, offering new insight into how reasoning is represented and where it breaks down, suggesting complete reasoning chains are not always necessary.

Houman Mehrafarin, Amit Parekh, Ioannis Konstas · arXiv.org · 2 citations