| Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines | Oct 8, 2020 | Common Sense ReasoningCommonsense Reasoning for RL | CodeCode Available | 1 | 5 |
| Large Language Models Are Neurosymbolic Reasoners | Jan 17, 2024 | Common Sense ReasoningMath | CodeCode Available | 1 | 5 |
| ScriptWorld: Text Based Environment For Learning Procedural Knowledge | Jul 8, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Keep CALM and Explore: Language Models for Action Generation in Text-based Games | Oct 6, 2020 | Action GenerationLanguage Modeling | CodeCode Available | 1 | 5 |
| TextWorldExpress: Simulating Text Games at One Million Steps Per Second | Aug 1, 2022 | Common Sense Reasoningtext-based games | CodeCode Available | 1 | 5 |
| Learning Dynamic Belief Graphs to Generalize on Text-Based Games | Feb 21, 2020 | Decision MakingKnowledge Graphs | CodeCode Available | 1 | 5 |
| How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure Agents | Feb 19, 2020 | Knowledge Graphsreinforcement-learning | CodeCode Available | 1 | 5 |
| LOA: Logical Optimal Actions for Text-based Interaction Games | Oct 21, 2021 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 | 5 |
| ByteSized32: A Corpus and Challenge Task for Generating Task-Specific World Models Expressed as Text Games | May 24, 2023 | Code GenerationCommon Sense Reasoning | CodeCode Available | 1 | 5 |
| How to Avoid Being Eaten by a Grue: Structured Exploration Strategies for Textual Worlds | Jun 12, 2020 | text-based games | CodeCode Available | 1 | 5 |
| Persona Dynamics: Unveiling the Impact of Personality Traits on Agents in Text-Based Games | Apr 9, 2025 | Decision Makingtext-based games | CodeCode Available | 0 | 5 |
| Counting to Explore and Generalize in Text-based Games | Jun 29, 2018 | text-based games | CodeCode Available | 0 | 5 |
| Learning to Play Text-based Adventure Games with Maximum Entropy Reinforcement Learning | Feb 21, 2023 | Q-Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Pre-trained Language Models as Prior Knowledge for Playing Text-based Games | Jul 18, 2021 | text-based games | CodeCode Available | 0 | 5 |
| Deep Reinforcement Learning with a Natural Language Action Space | Nov 14, 2015 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 | 5 |
| Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games | Oct 22, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 | 5 |
| SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking | May 25, 2025 | Mathematical ReasoningMulti-hop Question Answering | CodeCode Available | 0 | 5 |
| 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 | 0 | 5 |
| Language Understanding for Text-based Games Using Deep Reinforcement Learning | Jun 30, 2015 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| TextArena | Apr 15, 2025 | text-based games | CodeCode Available | 0 | 5 |
| TextGames: Learning to Self-Play Text-Based Puzzle Games via Language Model Reasoning | Feb 25, 2025 | Instruction FollowingLanguage Modeling | CodeCode Available | 0 | 5 |
| TextWorld: A Learning Environment for Text-based Games | Jun 29, 2018 | Reinforcement Learningtext-based games | CodeCode Available | 0 | 5 |
| Towards Solving Text-based Games by Producing Adaptive Action Spaces | Dec 3, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Using reinforcement learning to learn how to play text-based games | Jan 6, 2018 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 | 5 |
| DiffG-RL: Leveraging Difference between State and Common Sense | Nov 29, 2022 | Common Sense Reasoningtext-based games | CodeCode Available | 0 | 5 |
| Learning to Follow Instructions in Text-Based Games | Nov 8, 2022 | Decision MakingInstruction Following | CodeCode Available | 0 | 5 |
| Building Dynamic Knowledge Graphs from Text-based Games | Oct 21, 2019 | Knowledge Graphstext-based games | CodeCode Available | 0 | 5 |
| 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 | 0 | 5 |
| A Minimal Approach for Natural Language Action Space in Text-based Games | May 6, 2023 | Knowledge Graphstext-based games | CodeCode Available | 0 | 5 |
| EXPLORER: Exploration-guided Reasoning for Textual Reinforcement Learning | Mar 15, 2024 | Natural Language Understandingreinforcement-learning | CodeCode Available | 0 | 5 |
| Bootstrapped Q-learning with Context Relevant Observation Pruning to Generalize in Text-based Games | Sep 24, 2020 | Q-LearningReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Fire Burns, Sword Cuts: Commonsense Inductive Bias for Exploration in Text-based Games | May 1, 2022 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 | 5 |
| Generalization in Text-based Games via Hierarchical Reinforcement Learning | Sep 21, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 | 5 |
| Neuro-Symbolic Approaches for Text-Based Policy Learning | Nov 1, 2021 | Reinforcement Learning (RL)text-based games | CodeCode Available | 0 | 5 |
| Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based Games | Nov 3, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 | 5 |
| Perceiving the World: Question-guided Reinforcement Learning for Text-based Games | Mar 20, 2022 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Towards automating Codenames spymasters with deep reinforcement learning | Dec 28, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| VisualHints: A Visual-Lingual Environment for Multimodal Reinforcement Learning | Oct 26, 2020 | Atari Gamesreinforcement-learning | —Unverified | 0 | 0 |
| You Have Thirteen Hours in Which to Solve the Labyrinth: Enhancing AI Game Masters with Function Calling | Sep 11, 2024 | text-based games | —Unverified | 0 | 0 |
| Meta-Reinforcement Learning for Mastering Multiple Skills and Generalizing across Environments in Text-based Games | Aug 1, 2021 | Imitation LearningMeta Reinforcement Learning | —Unverified | 0 | 0 |
| A Hybrid Neuro-Symbolic approach for Text-Based Games using Inductive Logic Programming | Nov 21, 2021 | Inductive logic programmingNatural Language Understanding | —Unverified | 0 | 0 |
| Algorithmic Improvements for Deep Reinforcement Learning applied to Interactive Fiction | Nov 28, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Aligning to Social Norms and Values in Interactive Narratives | May 4, 2022 | text-based games | —Unverified | 0 | 0 |
| An Analysis of Deep Reinforcement Learning Agents for Text-based Games | Sep 9, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| A Sequence Modelling Approach to Question Answering in Text-Based Games | Jul 1, 2022 | Question Answeringtext-based games | —Unverified | 0 | 0 |
| Automatic Bug Detection in LLM-Powered Text-Based Games Using LLMs | Jun 6, 2024 | Game Designtext-based games | —Unverified | 0 | 0 |
| Baselines for Reinforcement Learning in Text Games | Nov 7, 2018 | reinforcement-learningReinforcement Learning | —Unverified | 0 | 0 |
| Better than Your Teacher: LLM Agents that learn from Privileged AI Feedback | Oct 7, 2024 | Decision Makingtext-based games | —Unverified | 0 | 0 |
| Case-based Reasoning for Better Generalization in Textual Reinforcement Learning | Oct 16, 2021 | Deep Reinforcement LearningOut-of-Distribution Generalization | —Unverified | 0 | 0 |
| Commonsense Knowledge from Scene Graphs for Textual Environments | Oct 19, 2022 | Common Sense Reasoningtext-based games | —Unverified | 0 | 0 |
