| Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs | Nov 16, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Chain of Images for Intuitively Reasoning | Nov 9, 2023 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 1 |
| Dynamics of Instruction Tuning: Each Ability of Large Language Models Has Its Own Growth Pace | Oct 30, 2023 | Code GenerationLogical Reasoning | CodeCode Available | 1 |
| DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy | Oct 28, 2023 | Logical Reasoning | CodeCode Available | 1 |
| Plan, Verify and Switch: Integrated Reasoning with Diverse X-of-Thoughts | Oct 23, 2023 | Logical ReasoningMath | CodeCode Available | 1 |
| LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers | Oct 23, 2023 | Logical Reasoning | CodeCode Available | 1 |
| Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World | Oct 16, 2023 | Few-Shot LearningForm | CodeCode Available | 1 |
| GLoRE: Evaluating Logical Reasoning of Large Language Models | Oct 13, 2023 | Logical ReasoningNatural Language Understanding | CodeCode Available | 1 |
| Improving Large Language Models in Event Relation Logical Prediction | Oct 13, 2023 | counterfactualEvent Relation Extraction | CodeCode Available | 1 |
| 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 |
| Do PLMs Know and Understand Ontological Knowledge? | Sep 12, 2023 | Logical ReasoningMemorization | CodeCode Available | 1 |
| HAE-RAE Bench: Evaluation of Korean Knowledge in Language Models | Sep 6, 2023 | General KnowledgeLogical Reasoning | CodeCode Available | 1 |
| LatEval: An Interactive LLMs Evaluation Benchmark with Incomplete Information from Lateral Thinking Puzzles | Aug 21, 2023 | Logical Reasoning | CodeCode Available | 1 |
| Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert | Aug 18, 2023 | Equation DiscoveryLogical Reasoning | CodeCode Available | 1 |
| Learning Deductive Reasoning from Synthetic Corpus based on Formal Logic | Aug 11, 2023 | Formal LogicLogical Reasoning | CodeCode Available | 1 |
| COLLIE: Systematic Construction of Constrained Text Generation Tasks | Jul 17, 2023 | Logical ReasoningSentence | CodeCode Available | 1 |
| EFO_k-CQA: Towards Knowledge Graph Complex Query Answering beyond Set Operation | Jul 15, 2023 | Complex Query AnsweringKnowledge Graphs | CodeCode Available | 1 |
| IDOL: Indicator-oriented Logic Pre-training for Logical Reasoning | Jun 27, 2023 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 |
| Modeling Hierarchical Reasoning Chains by Linking Discourse Units and Key Phrases for Reading Comprehension | Jun 21, 2023 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 |
| Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and Beyond | Jun 16, 2023 | BenchmarkingEvidence Selection | CodeCode Available | 1 |
| Certified Deductive Reasoning with Language Models | Jun 6, 2023 | Logical Reasoningvalid | CodeCode Available | 1 |
| Deductive Verification of Chain-of-Thought Reasoning | Jun 6, 2023 | Logical Reasoning | CodeCode Available | 1 |
| Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios | May 26, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning | May 21, 2023 | Abstract Meaning RepresentationContrastive Learning | CodeCode Available | 1 |
| LogiCoT: Logical Chain-of-Thought Instruction-Tuning | May 20, 2023 | Logical ReasoningText Generation | CodeCode Available | 1 |
| Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought Prompting | May 11, 2023 | AllArithmetic Reasoning | CodeCode Available | 1 |
| Wasserstein-Fisher-Rao Embedding: Logical Query Embeddings with Local Comparison and Global Transport | May 6, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 |
| Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming | May 5, 2023 | Logical Reasoning | CodeCode Available | 1 |
| Complex Logical Reasoning over Knowledge Graphs using Large Language Models | May 2, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 |
| Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4 | Apr 7, 2023 | Logical ReasoningNatural Language Inference | CodeCode Available | 1 |
| Explicit Planning Helps Language Models in Logical Reasoning | Mar 28, 2023 | Logical ReasoningMultiple-choice | CodeCode Available | 1 |
| Neural Graph Reasoning: Complex Logical Query Answering Meets Graph Databases | Mar 26, 2023 | Link PredictionLogical Reasoning | CodeCode Available | 1 |
| Natural Language Reasoning, A Survey | Mar 26, 2023 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language Models | Mar 3, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 |
| ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models | Feb 14, 2023 | Decision MakingLesion Segmentation | CodeCode Available | 1 |
| A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity | Feb 8, 2023 | Code GenerationHallucination | CodeCode Available | 1 |
| Logical Message Passing Networks with One-hop Inference on Atomic Formulas | Jan 21, 2023 | Complex Query AnsweringGraph Representation Learning | CodeCode Available | 1 |
| Mind Reasoning Manners: Enhancing Type Perception for Generalized Zero-shot Logical Reasoning over Text | Jan 8, 2023 | Contrastive LearningLogical Reasoning | CodeCode Available | 1 |
| Large Language Models are Better Reasoners with Self-Verification | Dec 19, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 1 |
| On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning | Dec 15, 2022 | Instruction FollowingLanguage Modeling | CodeCode Available | 1 |
| Counterfactual reasoning: Do language models need world knowledge for causal understanding? | Dec 6, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression | Dec 6, 2022 | Geometry Problem SolvingLogical Reasoning | CodeCode Available | 1 |
| NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge Graphs | Nov 24, 2022 | Complex Query AnsweringKnowledge Graphs | CodeCode Available | 1 |
| Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning | Sep 29, 2022 | Logical ReasoningMath | CodeCode Available | 1 |
| Neural Methods for Logical Reasoning Over Knowledge Graphs | Sep 28, 2022 | BenchmarkingKnowledge Graphs | CodeCode Available | 1 |
| FOLIO: Natural Language Reasoning with First-Order Logic | Sep 2, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Semantic Probabilistic Layers for Neuro-Symbolic Learning | Jun 1, 2022 | Hierarchical Multi-label ClassificationLogical Reasoning | CodeCode Available | 1 |
| TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph | May 28, 2022 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 |
| On the Paradox of Learning to Reason from Data | May 23, 2022 | Logical Reasoning | CodeCode Available | 1 |
| Logiformer: A Two-Branch Graph Transformer Network for Interpretable Logical Reasoning | May 2, 2022 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 |
