TextArena
원문 초록
TextArena is an open-source collection of competitive text-based games for training and evaluation of agentic behavior in Large Language Models (LLMs). It spans 57+ unique environments (including single-player, two-player, and multi-player setups) and allows for easy evaluation of model capabilities via an online-play system (against humans and other submitted models) with real-time TrueSkill scores. Traditional benchmarks rarely assess dynamic social skills such as negotiation, theory of mind, and deception, creating a gap that TextArena addresses. Designed with research, community and extensibility in mind, TextArena emphasizes ease of adding new games, adapting the framework, testing models, playing against the models, and training models. Detailed documentation of environments, games, leaderboard, and examples are available on https://github.com/LeonGuertler/TextArena and https://www.textarena.ai/.
함께 살펴볼 논문
공통 태그를 근거로 연결했습니다. 실제 인용 관계나 논문의 우수성을 뜻하지 않습니다.
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking
Persona Dynamics: Unveiling the Impact of Personality Traits on Agents in Text-Based Games
TextGames: Learning to Self-Play Text-Based Puzzle Games via Language Model Reasoning
STARLING: Self-supervised Training of Text-based Reinforcement Learning Agent with Large Language Models
EXPLORER: Exploration-guided Reasoning for Textual Reinforcement Learning
Large Language Models Are Neurosymbolic Reasoners
토론
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