| Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples | Nov 22, 2021 | Knowledge GraphsLanguage Modeling | CodeCode Available | 1 |
| Counterfactual reasoning: Testing language models' understanding of hypothetical scenarios | May 26, 2023 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Improving Large Language Models in Event Relation Logical Prediction | Oct 13, 2023 | counterfactualEvent Relation Extraction | CodeCode Available | 1 |
| Conditional and Modal Reasoning in Large Language Models | Jan 30, 2024 | Logical Reasoning | CodeCode Available | 1 |
| Cross from Left to Right Brain: Adaptive Text Dreamer for Vision-and-Language Navigation | May 27, 2025 | Large Language ModelLogical Reasoning | CodeCode Available | 1 |
| HAE-RAE Bench: Evaluation of Korean Knowledge in Language Models | Sep 6, 2023 | General KnowledgeLogical 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 |
| Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation | Dec 24, 2024 | Graph Question AnsweringHallucination | CodeCode Available | 1 |
| Complex Logical Reasoning over Knowledge Graphs using Large Language Models | May 2, 2023 | Knowledge GraphsLogical Reasoning | CodeCode Available | 1 |
| GLoRE: Evaluating Logical Reasoning of Large Language Models | Oct 13, 2023 | Logical ReasoningNatural Language Understanding | CodeCode Available | 1 |
| COLLIE: Systematic Construction of Constrained Text Generation Tasks | Jul 17, 2023 | Logical ReasoningSentence | 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 |
| DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy | Oct 28, 2023 | Logical Reasoning | CodeCode Available | 1 |
| From LSAT: The Progress and Challenges of Complex Reasoning | Aug 2, 2021 | Few-Shot LearningLogical Reasoning | CodeCode Available | 1 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 |
| LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning | Jul 16, 2020 | Logical ReasoningMachine Reading Comprehension | CodeCode Available | 1 |
| BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs | May 18, 2025 | Logical Reasoning | CodeCode Available | 1 |
| ClusterKV: Manipulating LLM KV Cache in Semantic Space for Recallable Compression | Dec 4, 2024 | 2kLogical Reasoning | CodeCode Available | 1 |
| End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking | Feb 11, 2022 | Logical 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 |
| Do PLMs Know and Understand Ontological Knowledge? | Sep 12, 2023 | Logical ReasoningMemorization | 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 |
| Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs | Oct 22, 2020 | Complex Query AnsweringKnowledge Graphs | CodeCode Available | 1 |
| Modeling Complex Mathematical Reasoning via Large Language Model based MathAgent | Dec 14, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4 | Apr 7, 2023 | Logical ReasoningNatural Language Inference | CodeCode Available | 1 |
| FOLIO: Natural Language Reasoning with First-Order Logic | Sep 2, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Neural Logic Reasoning | Aug 20, 2020 | Logical ReasoningRecommendation Systems | CodeCode Available | 1 |
| NeuralLog: Natural Language Inference with Joint Neural and Logical Reasoning | May 29, 2021 | Deep LearningLanguage Modeling | 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 |
| Discriminative Reasoning for Document-level Relation Extraction | Jun 3, 2021 | Document-level Relation ExtractionLogical Reasoning | CodeCode Available | 1 |
| LogicGame: Benchmarking Rule-Based Reasoning Abilities of Large Language Models | Aug 28, 2024 | BenchmarkingLogical Reasoning | 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 |
| QuestBench: Can LLMs ask the right question to acquire information in reasoning tasks? | Mar 28, 2025 | Logical ReasoningMath | CodeCode Available | 1 |
| Assessing the Reasoning Abilities of ChatGPT in the Context of Claim Verification | Feb 16, 2024 | Claim VerificationLogical Reasoning | —Unverified | 0 |
| City-LEO: Toward Transparent City Management Using LLM with End-to-End Optimization | Jun 16, 2024 | Language ModellingLarge Language Model | —Unverified | 0 |
| A Closer Look at the Robustness of Vision-and-Language Pre-trained Models | Dec 15, 2020 | Logical Reasoning | —Unverified | 0 |
| ChatGPT is a Remarkable Tool -- For Experts | Jun 2, 2023 | Logical Reasoning | —Unverified | 0 |
| ChatABL: Abductive Learning via Natural Language Interaction with ChatGPT | Apr 21, 2023 | DeciphermentLogical Reasoning | —Unverified | 0 |
| Assessing Step-by-Step Reasoning against Lexical Negation: A Case Study on Syllogism | Oct 23, 2023 | Logical ReasoningNegation | —Unverified | 0 |
| Assessing SATNet's Ability to Solve the Symbol Grounding Problem | Dec 13, 2023 | Logical Reasoning | —Unverified | 0 |
| A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos | Feb 19, 2025 | Logical Reasoning | —Unverified | 0 |
| Extending Automated Deduction for Commonsense Reasoning | Mar 29, 2020 | BIG-bench Machine LearningLogical Reasoning | —Unverified | 0 |
| FaiRR: Faithful and Robust Deductive Reasoning over Natural Language | Jan 16, 2022 | Fact SelectionLogical Reasoning | —Unverified | 0 |
| Teaching Pretrained Models with Commonsense Reasoning: A Preliminary KB-Based Approach | Sep 20, 2019 | Few-Shot LearningLogical Reasoning | —Unverified | 0 |
| Exploring Generalization Ability of Pretrained Language Models on Arithmetic and Logical Reasoning | Aug 15, 2021 | Logical Reasoning | —Unverified | 0 |
| A Mechanistic Interpretation of Syllogistic Reasoning in Auto-Regressive Language Models | Aug 16, 2024 | Logical Reasoningvalid | —Unverified | 0 |
| A (Simplified) Supreme Being Necessarily Exists, says the Computer: Computationally Explored Variants of Gödel's Ontological Argument | Jan 14, 2020 | Logical Reasoning | —Unverified | 0 |
| CauseJudger: Identifying the Cause with LLMs for Abductive Logical Reasoning | Sep 9, 2024 | Common Sense ReasoningLogical Reasoning | —Unverified | 0 |
| CausalR: Causal Reasoning over Natural Language Rulebases | Nov 16, 2021 | Fact SelectionLogical Reasoning | —Unverified | 0 |
| A Simple Generative Model of Logical Reasoning and Statistical Learning | May 18, 2023 | Bayesian InferenceFormal Logic | —Unverified | 0 |
