| Explicit Planning Helps Language Models in Logical Reasoning | Mar 28, 2023 | Logical ReasoningMultiple-choice | CodeCode Available | 1 | 5 |
| Do PLMs Know and Understand Ontological Knowledge? | Sep 12, 2023 | Logical ReasoningMemorization | CodeCode Available | 1 | 5 |
| AI Descartes: Combining Data and Theory for Derivable Scientific Discovery | Sep 3, 2021 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 | 5 |
| Discriminative Reasoning for Document-level Relation Extraction | Jun 3, 2021 | Document-level Relation ExtractionLogical Reasoning | CodeCode Available | 1 | 5 |
| Mind Reasoning Manners: Enhancing Type Perception for Generalized Zero-shot Logical Reasoning over Text | Jan 8, 2023 | Contrastive LearningLogical Reasoning | CodeCode Available | 1 | 5 |
| Neural Collaborative Reasoning | May 16, 2020 | Collaborative FilteringDecision Making | CodeCode Available | 1 | 5 |
| NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning | May 21, 2025 | General Reinforcement LearningLogical Reasoning | CodeCode Available | 1 | 5 |
| Classifying Conspiratorial Narratives At Scale: False Alarms and Erroneous Connections | Mar 29, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Assessing the Alignment of FOL Closeness Metrics with Human Judgement | Jan 15, 2025 | Logical ReasoningSensitivity | CodeCode Available | 0 | 5 |
| LogiQA 2.0—An Improved Dataset for Logical Reasoning in Natural Language Understanding | Jun 6, 2023 | Logical ReasoningLogical Reasoning Reading Comprehension | CodeCode Available | 0 | 5 |
| LR-IAD:Mask-Free Industrial Anomaly Detection with Logical Reasoning | Apr 28, 2025 | Anomaly DetectionLogical Reasoning | CodeCode Available | 0 | 5 |
| ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding | May 25, 2025 | Chart UnderstandingLogical Reasoning | CodeCode Available | 0 | 5 |
| A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning | Nov 14, 2023 | Logical FallaciesLogical Reasoning | CodeCode Available | 0 | 5 |
| LR-XFL: Logical Reasoning-based Explainable Federated Learning | Aug 24, 2023 | Federated LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks | Jul 5, 2016 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Assessing Logical Reasoning Capabilities of Encoder-Only Transformer Models | Dec 18, 2023 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Assessing Logical Puzzle Solving in Large Language Models: Insights from a Minesweeper Case Study | Nov 13, 2023 | Logical ReasoningPrompt Engineering | CodeCode Available | 0 | 5 |
| Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific Tasks | Apr 23, 2024 | Knowledge GraphsLogical Reasoning | CodeCode Available | 0 | 5 |
| Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models | Sep 26, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning | Sep 19, 2024 | GSM8KLogical Reasoning | CodeCode Available | 0 | 5 |
| Logical Reasoning with Span-Level Predictions for Interpretable and Robust NLI Models | May 23, 2022 | Logical ReasoningNatural Language Inference | CodeCode Available | 0 | 5 |
| A Closer Look at Logical Reasoning with LLMs: The Choice of Tool Matters | Jun 1, 2024 | Logical ReasoningTranslation | CodeCode Available | 0 | 5 |
| Logical Tasks for Measuring Extrapolation and Rule Comprehension | Nov 14, 2022 | Inductive BiasLogical Reasoning | CodeCode Available | 0 | 5 |
| Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework | Dec 22, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
