| Counterfactual reasoning: Do language models need world knowledge for causal understanding? | Dec 6, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios | May 26, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Conditional and Modal Reasoning in Large Language Models | Jan 30, 2024 | Logical Reasoning | CodeCode Available | 1 | 5 |
| ExAIS: Executable AI Semantics | Feb 20, 2022 | Logical Reasoningvalid | CodeCode Available | 1 | 5 |
| Cross from Left to Right Brain: Adaptive Text Dreamer for Vision-and-Language Navigation | May 27, 2025 | Large Language ModelLogical Reasoning | CodeCode Available | 1 | 5 |
| Complex Logical Reasoning over Knowledge Graphs using Large Language Models | May 2, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 | 5 |
| AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension | Mar 16, 2022 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 | 5 |
| DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy | Oct 28, 2023 | Logical Reasoning | CodeCode Available | 1 | 5 |
| Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration | Apr 17, 2025 | Geometry Problem SolvingLarge Language Model | CodeCode Available | 1 | 5 |
| Modeling Hierarchical Reasoning Chains by Linking Discourse Units and Key Phrases for Reading Comprehension | Jun 21, 2023 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 | 5 |
| GLoRE: Evaluating Logical Reasoning of Large Language Models | Oct 13, 2023 | Logical ReasoningNatural Language Understanding | CodeCode Available | 1 | 5 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 | 5 |
| Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation | Dec 24, 2024 | Graph Question AnsweringHallucination | CodeCode Available | 1 | 5 |
| HAE-RAE Bench: Evaluation of Korean Knowledge in Language Models | Sep 6, 2023 | General KnowledgeLogical Reasoning | CodeCode Available | 1 | 5 |
| COLLIE: Systematic Construction of Constrained Text Generation Tasks | Jul 17, 2023 | Logical ReasoningSentence | CodeCode Available | 1 | 5 |
| NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge Graphs | Nov 24, 2022 | Complex Query AnsweringKnowledge Graphs | CodeCode Available | 1 | 5 |
| End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking | Feb 11, 2022 | Logical Reasoning | CodeCode Available | 1 | 5 |
| ElecBench: a Power Dispatch Evaluation Benchmark for Large Language Models | Jul 7, 2024 | FairnessGeneral Knowledge | CodeCode Available | 1 | 5 |
| ClusterKV: Manipulating LLM KV Cache in Semantic Space for Recallable Compression | Dec 4, 2024 | 2kLogical Reasoning | CodeCode Available | 1 | 5 |
| Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language Models | Mar 3, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 | 5 |
| A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners | Jun 16, 2024 | Logical Reasoning | CodeCode Available | 1 | 5 |
| Explicit Planning Helps Language Models in Logical Reasoning | Mar 28, 2023 | Logical ReasoningMultiple-choice | CodeCode Available | 1 | 5 |
| Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs | Oct 22, 2020 | Complex Query AnsweringKnowledge Graphs | CodeCode Available | 1 | 5 |
| IDOL: Indicator-oriented Logic Pre-training for Logical Reasoning | Jun 27, 2023 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 | 5 |
| Do PLMs Know and Understand Ontological Knowledge? | Sep 12, 2023 | Logical ReasoningMemorization | CodeCode Available | 1 | 5 |
| Measuring Systematic Generalization in Neural Proof Generation with Transformers | Sep 30, 2020 | Automated Theorem ProvingLogical Reasoning | CodeCode Available | 1 | 5 |
| Quantum Embedding of Knowledge for Reasoning | Dec 1, 2019 | Logical ReasoningRelational Reasoning | 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 |
| Natural Language Inference in Context -- Investigating Contextual Reasoning over Long Texts | Nov 10, 2020 | Logical ReasoningNatural Language Inference | CodeCode Available | 1 | 5 |
| Neuro-symbolic Learning Yielding Logical Constraints | Oct 28, 2024 | Logical Reasoning | CodeCode Available | 1 | 5 |
| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 | 5 |
| R^2-Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning | Jul 8, 2024 | Logical Reasoning | CodeCode Available | 1 | 5 |
| SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction | Jun 3, 2021 | Document-level Relation ExtractionLogical 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 |
| Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models | Sep 26, 2024 | Logical 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 |
| LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning | Sep 19, 2024 | GSM8KLogical Reasoning | CodeCode Available | 0 | 5 |
| LogiGAN: Learning Logical Reasoning via Adversarial Pre-training | May 18, 2022 | Logical ReasoningSentence | 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 |
| Exploring Self-supervised Logic-enhanced Training for Large Language Models | May 23, 2023 | In-Context 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 |
| 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 |
| A Closer Look at Logical Reasoning with LLMs: The Choice of Tool Matters | Jun 1, 2024 | Logical ReasoningTranslation | CodeCode Available | 0 | 5 |
