| Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation | Feb 10, 2025 | Logical 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 |
| Can LLMs Reason with Rules? Logic Scaffolding for Stress-Testing and Improving LLMs | Feb 18, 2024 | Logical Reasoning | CodeCode Available | 1 |
| Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong Generalization | Apr 9, 2025 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation | Dec 25, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 |
| Improving Large Language Models in Event Relation Logical Prediction | Oct 13, 2023 | counterfactualEvent Relation Extraction | CodeCode Available | 1 |
| Explicit Planning Helps Language Models in Logical Reasoning | Mar 28, 2023 | Logical ReasoningMultiple-choice | CodeCode Available | 1 |
| FaiRR: Faithful and Robust Deductive Reasoning over Natural Language | Mar 19, 2022 | Fact SelectionLogical Reasoning | CodeCode Available | 1 |
| Logical Neural Networks | Jun 23, 2020 | Automated Theorem ProvingLogical Reasoning | CodeCode Available | 1 |
| Logic and the 2-Simplicial Transformer | May 1, 2020 | Deep Reinforcement LearningInductive Bias | CodeCode Available | 1 |
| FOLIO: Natural Language Reasoning with First-Order Logic | Sep 2, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| LogicOCR: Do Your Large Multimodal Models Excel at Logical Reasoning on Text-Rich Images? | May 18, 2025 | Logical ReasoningMultimodal Reasoning | CodeCode Available | 1 |
| Certified Deductive Reasoning with Language Models | Jun 6, 2023 | Logical Reasoningvalid | CodeCode Available | 1 |
| Chain of Images for Intuitively Reasoning | Nov 9, 2023 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 1 |
| Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming | May 5, 2023 | Logical Reasoning | CodeCode Available | 1 |
| AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension | Mar 16, 2022 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 |
| Logiformer: A Two-Branch Graph Transformer Network for Interpretable Logical Reasoning | May 2, 2022 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 |
| Automatic Curriculum Expert Iteration for Reliable LLM Reasoning | Oct 10, 2024 | HallucinationLogical Reasoning | CodeCode Available | 1 |
| Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration | Apr 17, 2025 | Geometry Problem SolvingLarge Language Model | CodeCode Available | 1 |
| A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices | Mar 9, 2022 | Logical Reasoning | CodeCode Available | 1 |
| AutoLogi: Automated Generation of Logic Puzzles for Evaluating Reasoning Abilities of Large Language Models | Feb 24, 2025 | Logical ReasoningMultiple-choice | CodeCode Available | 1 |
| ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models | Feb 14, 2023 | Decision MakingLesion Segmentation | CodeCode Available | 1 |
| ElecBench: a Power Dispatch Evaluation Benchmark for Large Language Models | Jul 7, 2024 | FairnessGeneral Knowledge | CodeCode Available | 1 |
| CHECKWHY: Causal Fact Verification via Argument Structure | Aug 20, 2024 | Fact VerificationLogical Reasoning | CodeCode Available | 1 |
| AbductionRules: Training Transformers to Explain Unexpected Inputs | Mar 23, 2022 | Common Sense ReasoningLogical Reasoning | CodeCode Available | 1 |
