LLM vs LLM: Codenames Tournament

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A mini multi-agent competition amongst 3 different LLM agents

Generated using ChatGPT 4o.

This text was originally posted on Art Fish Intelligence.

LLMs are good at many things, and one in every of those things is playing games. People have used LLMs to play all styles of games reminiscent of Minecraft, Chess, murder mystery games, Werewolf, and the NYT Connections puzzle. (For a more comprehensive list, you possibly can seek advice from this survey.)

A lot of the examples above show LLMs playing games either against themselves or against humans. But, how well do LLMs play games against other LLMs?

In this text, I show the outcomes of three different LLMs competing against one another in the favored board game, Codenames, which challenges players to seek out patterns amongst seemingly unrelated words.

For those unfamiliar with it, Codenames is a board game created by Vladimír Chvátil. The sport pits two teams (typically Red and Blue) against one another.

Each team has a spymaster who gives single-word clues that should point to multiple words on a 5×5 board of words. The opposite players on the team must then guess their team’s words while avoiding words that belong to the opposing team. Only the…

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