| MMM: Multi-stage Multi-task Learning for Multi-choice Reading Comprehension | Oct 1, 2019 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 0 | 5 |
| FLEX: Feature-Logic Embedding Framework for CompleX Knowledge Graph Reasoning | May 23, 2022 | Logical ReasoningNegation | 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 |
| Noisy Exemplars Make Large Language Models More Robust: A Domain-Agnostic Behavioral Analysis | Nov 1, 2023 | Logical ReasoningPrompt Engineering | 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 |
| MedLogic-AQA: Enhancing Medical Question Answering with Abstractive Models Focusing on Logical Structures | Oct 20, 2024 | Answer GenerationInformativeness | 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 |
| MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure | Oct 22, 2022 | FormLogical 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 |
| Deciphering Raw Data in Neuro-Symbolic Learning with Provable Guarantees | Aug 21, 2023 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Adaptive Rectification Sampling for Test-Time Compute Scaling | Apr 2, 2025 | GSM8KLogical Reasoning | CodeCode Available | 0 | 5 |
| LR-IAD:Mask-Free Industrial Anomaly Detection with Logical Reasoning | Apr 28, 2025 | Anomaly DetectionLogical Reasoning | CodeCode Available | 0 | 5 |
| BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured Data | Oct 1, 2024 | Code GenerationLogical Reasoning | CodeCode Available | 0 | 5 |
| LR-XFL: Logical Reasoning-based Explainable Federated Learning | Aug 24, 2023 | Federated LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| LogiGAN: Learning Logical Reasoning via Adversarial Pre-training | May 18, 2022 | Logical ReasoningSentence | 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 |
| Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language Models | Jun 30, 2023 | Domain GeneralizationIn-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 |
| CRAVE: A Conflicting Reasoning Approach for Explainable Claim Verification Using LLMs | Apr 21, 2025 | Claim VerificationLogical Reasoning | CodeCode Available | 0 | 5 |
| Exploring Self-supervised Logic-enhanced Training for Large Language Models | May 23, 2023 | In-Context LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| Counterfactual Adversarial Learning with Representation Interpolation | Sep 10, 2021 | counterfactualLogical Reasoning | CodeCode Available | 0 | 5 |
| Logical Tasks for Measuring Extrapolation and Rule Comprehension | Nov 14, 2022 | Inductive BiasLogical Reasoning | CodeCode Available | 0 | 5 |
| Logical Reasoning over Natural Language as Knowledge Representation: A Survey | Mar 21, 2023 | Logical ReasoningSurvey | CodeCode Available | 0 | 5 |
| A Neural-Symbolic Approach to Natural Language Understanding | Mar 20, 2022 | Logical ReasoningNatural Language Inference | CodeCode Available | 0 | 5 |
| How susceptible are LLMs to Logical Fallacies? | Aug 18, 2023 | DiagnosticLogical Fallacies | 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 |
| LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low-Resource and Extinct Languages | Jun 10, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| HLM-Cite: Hybrid Language Model Workflow for Text-based Scientific Citation Prediction | Oct 10, 2024 | Binary ClassificationCitation Prediction | CodeCode Available | 0 | 5 |
| Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge Graphs | Mar 13, 2021 | Conversational Question AnsweringKnowledge Graphs | CodeCode Available | 0 | 5 |
| Large Language Models are Limited in Out-of-Context Knowledge Reasoning | Jun 11, 2024 | AttributeLogical 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 |
| Leveraging LLMs for Hypothetical Deduction in Logical Inference: A Neuro-Symbolic Approach | Oct 29, 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 |
| Learning for Long-Horizon Planning via Neuro-Symbolic Abductive Imitation | Nov 27, 2024 | Imitation LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| Learning Symmetric Rules with SATNet | Jun 28, 2022 | Logical ReasoningRubik's Cube | 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 |
| A Neural Divide-and-Conquer Reasoning Framework for Image Retrieval from Linguistically Complex Text | May 3, 2023 | Image RetrievalLogical Reasoning | 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 |
| Conditional Logical Message Passing Transformer for Complex Query Answering | Feb 20, 2024 | Complex Query AnsweringKnowledge Graphs | CodeCode Available | 0 | 5 |
| Semantic RL with Action Grammars: Data-Efficient Learning of Hierarchical Task Abstractions | Jul 29, 2019 | Hierarchical Reinforcement LearningLogical Reasoning | CodeCode Available | 0 | 5 |
| GOTaxon: Representing the evolution of biological functions in the Gene Ontology | Feb 16, 2018 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Hint-before-Solving Prompting: Guiding LLMs to Effectively Utilize Encoded Knowledge | Feb 22, 2024 | Logical Reasoning | CodeCode Available | 0 | 5 |
| Large Language Models Are Cross-Lingual Knowledge-Free Reasoners | Jun 24, 2024 | Cross-Lingual TransferLogical Reasoning | CodeCode Available | 0 | 5 |
| Language Model Guided Interpretable Video Action Reasoning | Apr 2, 2024 | Action RecognitionDecision Making | CodeCode Available | 0 | 5 |
| Generating Programmatic Referring Expressions via Program Synthesis | Jan 1, 2020 | Enumerative SearchLogical 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 |
| Language models show human-like content effects on reasoning tasks | Jul 14, 2022 | Language ModellingLogical Reasoning | CodeCode Available | 0 | 5 |
| Generating by Understanding: Neural Visual Generation with Logical Symbol Groundings | Oct 26, 2023 | DisentanglementLogical Reasoning | CodeCode Available | 0 | 5 |
