text-based games

Text-based games to evaluate the Reinforcement Learning Agents

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Title	Date	Tasks	Status
TextArena	Apr 15, 2025	text-based games	CodeCode Available
Fire Burns, Sword Cuts: Commonsense Inductive Bias for Exploration in Text-based Games	May 1, 2022	Deep Reinforcement LearningEfficient Exploration	CodeCode Available
Generalization in Text-based Games via Hierarchical Reinforcement Learning	Sep 21, 2021	Deep Reinforcement LearningHierarchical Reinforcement Learning	CodeCode Available
Perceiving the World: Question-guided Reinforcement Learning for Text-based Games	Mar 20, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available
EXPLORER: Exploration-guided Reasoning for Textual Reinforcement Learning	Mar 15, 2024	Natural Language Understandingreinforcement-learning	CodeCode Available
DiffG-RL: Leveraging Difference between State and Common Sense	Nov 29, 2022	Common Sense Reasoningtext-based games	CodeCode Available
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games	Oct 22, 2020	Decision MakingDeep Reinforcement Learning	CodeCode Available
Persona Dynamics: Unveiling the Impact of Personality Traits on Agents in Text-Based Games	Apr 9, 2025	Decision Makingtext-based games	CodeCode Available
Bootstrapped Q-learning with Context Relevant Observation Pruning to Generalize in Text-based Games	Sep 24, 2020	Q-LearningReinforcement Learning (RL)	CodeCode Available
Towards Solving Text-based Games by Producing Adaptive Action Spaces	Dec 3, 2018	Deep Reinforcement Learningreinforcement-learning	CodeCode Available
Language Understanding for Text-based Games Using Deep Reinforcement Learning	Jun 30, 2015	Deep Reinforcement Learningreinforcement-learning	CodeCode Available
Deep Reinforcement Learning with a Natural Language Action Space	Nov 14, 2015	Deep Reinforcement LearningQ-Learning	CodeCode Available
Counting to Explore and Generalize in Text-based Games	Jun 29, 2018	text-based games	CodeCode Available
TextGames: Learning to Self-Play Text-Based Puzzle Games via Language Model Reasoning	Feb 25, 2025	Instruction FollowingLanguage Modeling	CodeCode Available
Learning to Play Text-based Adventure Games with Maximum Entropy Reinforcement Learning	Feb 21, 2023	Q-Learningreinforcement-learning	CodeCode Available
Learning to Follow Instructions in Text-Based Games	Nov 8, 2022	Decision MakingInstruction Following	CodeCode Available
Pre-trained Language Models as Prior Knowledge for Playing Text-based Games	Jul 18, 2021	text-based games	CodeCode Available
Learn What Is Possible, Then Choose What Is Best: Disentangling One-To-Many Relations in Language Through Text-based Games	Apr 14, 2023	Knowledge Distillationtext-based games	CodeCode Available
TextWorld: A Learning Environment for Text-based Games	Jun 29, 2018	Reinforcement Learningtext-based games	CodeCode Available
Building Dynamic Knowledge Graphs from Text-based Games	Oct 21, 2019	Knowledge Graphstext-based games	CodeCode Available
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based Games	Nov 3, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available
A Minimal Approach for Natural Language Action Space in Text-based Games	May 6, 2023	Knowledge Graphstext-based games	CodeCode Available
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking	May 25, 2025	Mathematical ReasoningMulti-hop Question Answering	CodeCode Available
STARLING: Self-supervised Training of Text-based Reinforcement Learning Agent with Large Language Models	Jun 9, 2024	Reinforcement Learning (RL)text-based games	CodeCode Available
Neuro-Symbolic Approaches for Text-Based Policy Learning	Nov 1, 2021	Reinforcement Learning (RL)text-based games	CodeCode Available

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