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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment

Cooperation and Codenames: Understanding Natural Language Processing via Codenames

February 1, 2023

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Authors

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville

California State Polytechnic University, Pomona,California State Polytechnic University, Pomona,California State Polytechnic University, Pomona,California State Polytechnic University, Pomona


DOI:

10.1609/aiide.v15i1.5239


Abstract:

Codenames – a board game by Vlaada Chvátil – is a game that requires deep, multi-modal language understanding. One player, the codemaster, gives a clue to another set of players, the guessers, and the guessers must determine which of 25 possible words on the board correspond to the clue. The nature of the game requires understanding language in a multi-modal manner – e.g., the clue ‘cold’ could refer to temperature or disease. The recently proposed Codenames AI Competition seeks to advance natural language processing, by using Codenames as a testbed for multi-modal language understanding. In this work, we evaluate a number of different natural language processing techniques (ranging from neural approaches to classical knowledge-base methods) in the context of the Codenames AI framework, attempting to determine how different approaches perform. The agents are evaluated when working with identical agents, as well as evaluated with all other approaches – i.e., when they have no knowledge about their partner.

Topics: AIIDE

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HOW TO CITE:

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville Cooperation and Codenames: Understanding Natural Language Processing via Codenames Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (2019) 160-166.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville Cooperation and Codenames: Understanding Natural Language Processing via Codenames AIIDE 2019, 160-166.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville (2019). Cooperation and Codenames: Understanding Natural Language Processing via Codenames. Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 160-166.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville. Cooperation and Codenames: Understanding Natural Language Processing via Codenames. Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment 2019 p.160-166.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville. 2019. Cooperation and Codenames: Understanding Natural Language Processing via Codenames. "Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment". 160-166.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville. (2019) "Cooperation and Codenames: Understanding Natural Language Processing via Codenames", Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, p.160-166

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville, "Cooperation and Codenames: Understanding Natural Language Processing via Codenames", AIIDE, p.160-166, 2019.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville. "Cooperation and Codenames: Understanding Natural Language Processing via Codenames". Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 2019, p.160-166.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville. "Cooperation and Codenames: Understanding Natural Language Processing via Codenames". Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, (2019): 160-166.

Andrew Kim,Maxim Ruzmaykin,Aaron Truong,Adam Summerville. Cooperation and Codenames: Understanding Natural Language Processing via Codenames. AIIDE[Internet]. 2019[cited 2023]; 160-166.


ISSN: 2334-0924


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