AI Showdown: New Evaluation Method Uses LLMs to Duel with Puzzles

research #llm 🔬 Research|Analyzed: Feb 23, 2026 05:01•

Published: Feb 23, 2026 05:00

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1 min read

Analysis

This research introduces a fascinating new method for evaluating the reasoning capabilities of Large Language Models. By having models create and solve programming puzzles against each other, researchers have created an innovative way to assess performance without relying on human-created challenges. This approach opens exciting possibilities for evaluating LLMs and pushing the boundaries of what they can achieve.

Key Takeaways

•The Token Games (TTG) uses a puzzle duel format for LLM evaluation.
•Models challenge each other by creating their own programming puzzles.
•This method successfully ranks LLMs without human puzzle creation.

Reference / Citation

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"We evaluate 10 frontier models on TTG, and closely match the ranking from existing benchmarks such as Humanity's Last Exam, without involving any human effort in creating puzzles."

ArXiv AIFeb 23, 2026 05:00

* Cited for critical analysis under Article 32.

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