| Noisy Exemplars Make Large Language Models More Robust: A Domain-Agnostic Behavioral Analysis | Nov 1, 2023 | Logical ReasoningPrompt Engineering | CodeCode Available | 0 | 5 |
| Neural Sequence-to-grid Module for Learning Symbolic Rules | Jan 13, 2021 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Neural Software Analysis | Nov 16, 2020 | Code CompletionLogical Reasoning | CodeCode Available | 0 | 5 |
| Evaluating Creativity and Deception in Large Language Models: A Simulation Framework for Multi-Agent Balderdash | Nov 15, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Evaluating ChatGPT-4 Vision on Brazil's National Undergraduate Computer Science Exam | Jun 14, 2024 | FairnessLogical Reasoning | CodeCode Available | 0 | 5 |
| Probabilistic Sufficient Explanations | May 21, 2021 | Logical Reasoning | CodeCode Available | 0 | 5 |
| MovSAM: A Single-image Moving Object Segmentation Framework Based on Deep Thinking | Apr 9, 2025 | Autonomous DrivingLanguage Modeling | 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 |
| Enhancing Logical Reasoning in Large Language Models through Graph-based Synthetic Data | Sep 19, 2024 | Logical ReasoningSpatial Reasoning | CodeCode Available | 0 | 5 |
| Multi-LogiEval: Towards Evaluating Multi-Step Logical Reasoning Ability of Large Language Models | Jun 24, 2024 | Logical ReasoningNatural Language Understanding | CodeCode Available | 0 | 5 |
| Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language Models | Jun 30, 2023 | Domain GeneralizationIn-Context Learning | 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 |
| Can recursive neural tensor networks learn logical reasoning? | Dec 21, 2013 | Logical ReasoningTensor Networks | CodeCode Available | 0 | 5 |
| MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure | Oct 22, 2022 | FormLogical Reasoning | CodeCode Available | 0 | 5 |
| MMM: Multi-stage Multi-task Learning for Multi-choice Reading Comprehension | Oct 1, 2019 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 0 | 5 |
| Improving Certified Robustness via Statistical Learning with Logical Reasoning | Feb 28, 2020 | BIG-bench Machine LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| Empower Nested Boolean Logic via Self-Supervised Curriculum Learning | Oct 9, 2023 | Logical ReasoningSelf-Supervised Learning | CodeCode Available | 0 | 5 |
| MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical Structures | Oct 20, 2024 | Answer GenerationInformativeness | CodeCode Available | 0 | 5 |
| Empowering Few-Shot Recommender Systems with Large Language Models -- Enhanced Representations | Dec 21, 2023 | Logical ReasoningRecommendation Systems | CodeCode Available | 0 | 5 |
| LR-IAD:Mask-Free Industrial Anomaly Detection with Logical Reasoning | Apr 28, 2025 | Anomaly DetectionLogical Reasoning | CodeCode Available | 0 | 5 |
| LR-XFL: Logical Reasoning-based Explainable Federated Learning | Aug 24, 2023 | Federated LearningLogical Reasoning | 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 |
| EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning | Sep 16, 2023 | Date UnderstandingGSM8K | CodeCode Available | 0 | 5 |
| Are LLMs Reliable Translators of Logical Reasoning Across Lexically Diversified Contexts? | Jun 5, 2025 | Formal LogicIn-Context Learning | 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 |
| Bridging Machine Learning and Logical Reasoning by Abductive Learning | Dec 1, 2019 | BIG-bench Machine LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| Breaking the Language Barrier: Improving Cross-Lingual Reasoning with Structured Self-Attention | Oct 23, 2023 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Dual Thinking and Logical Processing -- Are Multi-modal Large Language Models Closing the Gap with Human Vision ? | Jun 11, 2024 | Autonomous DrivingDeep Learning | CodeCode Available | 0 | 5 |
| Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types | Feb 2, 2023 | Inductive Link PredictionKnowledge Graph Completion | 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 |
| Logical Reasoning over Natural Language as Knowledge Representation: A Survey | Mar 21, 2023 | Logical ReasoningSurvey | CodeCode Available | 0 | 5 |
| Logical Tasks for Measuring Extrapolation and Rule Comprehension | Nov 14, 2022 | Inductive BiasLogical Reasoning | CodeCode Available | 0 | 5 |
| Atomic Inference for NLI with Generated Facts as Atoms | May 22, 2023 | Logical ReasoningNatural Language Inference | CodeCode Available | 0 | 5 |
| Document-level Biomedical Relation Extraction Based on Multi-Dimensional Fusion Information and Multi-Granularity Logical Reasoning | Oct 1, 2022 | Logical ReasoningRelation | CodeCode Available | 0 | 5 |
| Assessing Logical Reasoning Capabilities of Encoder-Only Transformer Models | Dec 18, 2023 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study | Jun 5, 2025 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Disentangling Logic: The Role of Context in Large Language Model Reasoning Capabilities | Jun 4, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Liar, Liar, Logical Mire: A Benchmark for Suppositional Reasoning in Large Language Models | Jun 18, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Large Language Models are Limited in Out-of-Context Knowledge Reasoning | Jun 11, 2024 | AttributeLogical Reasoning | CodeCode Available | 0 | 5 |
| LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low-Resource and Extinct Languages | Jun 10, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Leveraging large language models for nano synthesis mechanism explanation: solid foundations or mere conjectures? | Jul 12, 2024 | Logical ReasoningMultiple-choice | CodeCode Available | 0 | 5 |
| Learning the meanings of function words from grounded language using a visual question answering model | Aug 16, 2023 | Logical ReasoningQuestion Answering | CodeCode Available | 0 | 5 |
| Learning Symmetric Rules with SATNet | Jun 28, 2022 | Logical ReasoningRubik's Cube | CodeCode Available | 0 | 5 |
| Leveraging LLMs for Hypothetical Deduction in Logical Inference: A Neuro-Symbolic Approach | Oct 29, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning Ability | Mar 4, 2025 | GSM8KLogical Reasoning | CodeCode Available | 0 | 5 |
| DeepLogic: Towards End-to-End Differentiable Logical Reasoning | May 18, 2018 | BIG-bench Machine LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| DecoderLens: Layerwise Interpretation of Encoder-Decoder Transformers | Oct 5, 2023 | DecoderLogical Reasoning | CodeCode Available | 0 | 5 |
| A Dataset and Architecture for Visual Reasoning with a Working Memory | Mar 16, 2018 | DiagnosticLogical Reasoning | CodeCode Available | 0 | 5 |
| Declarative Question Answering over Knowledge Bases containing Natural Language Text with Answer Set Programming | May 1, 2019 | Logical ReasoningNatural Language Inference | CodeCode Available | 0 | 5 |
