| Logic and the 2-Simplicial Transformer | May 1, 2020 | Deep Reinforcement LearningInductive Bias | CodeCode Available | 1 | 5 |
| AbductionRules: Training Transformers to Explain Unexpected Inputs | Mar 23, 2022 | Common Sense ReasoningLogical Reasoning | CodeCode Available | 1 | 5 |
| End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking | Feb 11, 2022 | Logical Reasoning | CodeCode Available | 1 | 5 |
| Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning | Oct 13, 2023 | Data AugmentationLogical Reasoning | CodeCode Available | 1 | 5 |
| Logical Message Passing Networks with One-hop Inference on Atomic Formulas | Jan 21, 2023 | Complex Query AnsweringGraph Representation Learning | CodeCode Available | 1 | 5 |
| Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text | May 8, 2021 | Data AugmentationLogical Reasoning | CodeCode Available | 1 | 5 |
| Improving Large Language Models in Event Relation Logical Prediction | Oct 13, 2023 | counterfactualEvent Relation Extraction | CodeCode Available | 1 | 5 |
| Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning | Oct 10, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 | 5 |
| Learning Deductive Reasoning from Synthetic Corpus based on Formal Logic | Aug 11, 2023 | Formal LogicLogical Reasoning | CodeCode Available | 1 | 5 |
| Conditional and Modal Reasoning in Large Language Models | Jan 30, 2024 | Logical Reasoning | CodeCode Available | 1 | 5 |
| LatEval: An Interactive LLMs Evaluation Benchmark with Incomplete Information from Lateral Thinking Puzzles | Aug 21, 2023 | Logical Reasoning | CodeCode Available | 1 | 5 |
| LeanReasoner: Boosting Complex Logical Reasoning with Lean | Mar 20, 2024 | Automated Theorem ProvingLogical Reasoning | CodeCode Available | 1 | 5 |
| Complex Logical Reasoning over Knowledge Graphs using Large Language Models | May 2, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 | 5 |
| Deductive Verification of Chain-of-Thought Reasoning | Jun 6, 2023 | Logical Reasoning | CodeCode Available | 1 | 5 |
| ConditionalQA: A Complex Reading Comprehension Dataset with Conditional Answers | Oct 13, 2021 | Logical ReasoningQuestion Answering | CodeCode Available | 1 | 5 |
| Discriminative Reasoning for Document-level Relation Extraction | Jun 3, 2021 | Document-level Relation ExtractionLogical Reasoning | CodeCode Available | 1 | 5 |
| Learning to Reason via Mixture-of-Thought for Logical Reasoning | May 21, 2025 | Logical ReasoningNatural Language Inference | CodeCode Available | 1 | 5 |
| LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers | Oct 23, 2023 | Logical Reasoning | CodeCode Available | 1 | 5 |
| DAGN: Discourse-Aware Graph Network for Logical Reasoning | Mar 26, 2021 | Logical ReasoningSentence | CodeCode Available | 1 | 5 |
| COLLIE: Systematic Construction of Constrained Text Generation Tasks | Jul 17, 2023 | Logical ReasoningSentence | CodeCode Available | 1 | 5 |
| Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning | May 21, 2023 | Abstract Meaning RepresentationContrastive Learning | CodeCode Available | 1 | 5 |
| Cross from Left to Right Brain: Adaptive Text Dreamer for Vision-and-Language Navigation | May 27, 2025 | Large Language ModelLogical Reasoning | CodeCode Available | 1 | 5 |
| Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning | Sep 29, 2022 | Logical ReasoningMath | CodeCode Available | 1 | 5 |
| AutoLogi: Automated Generation of Logic Puzzles for Evaluating Reasoning Abilities of Large Language Models | Feb 24, 2025 | Logical ReasoningMultiple-choice | CodeCode Available | 1 | 5 |
| Large Language Models for Planning: A Comprehensive and Systematic Survey | May 26, 2025 | Logical ReasoningNavigate | CodeCode Available | 1 | 5 |
