neural-symbolic reasoning

Hilbert-Geo: Solving Solid Geometric Problems by Neural-Symbolic Reasoning CVPR 2026 Compositional 4D Dynamic Scenes Understanding with Physics Priors for Video Question Answering ICLR 2025 GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs AAAI 2025 Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models ACL 2025 Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries ACL 2025 Logic-Thinker: Teaching Large Language Models to Think more Logically. EMNLP 2025 MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions EMNLP 2025 Neural Reasoning for Sure Through Constructing Explainable Models AAAI 2025 Analysis for Abductive Learning and Neural-Symbolic Reasoning Shortcuts ICML 2024 A Unified Temporal Knowledge Graph Reasoning Model Towards Interpolation and Extrapolation ACL 2024 DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs ACL 2024 Towards Multi-dimensional Explanation Alignment for Medical Classification NeurIPS 2024 A Neural Divide-and-Conquer Reasoning Framework for Image Retrieval from Linguistically Complex Text ACL 2023 Empirical Investigation of Neural Symbolic Reasoning Strategies EACL 2023 HPE: Answering Complex Questions over Text by Hybrid Question Parsing and Execution EMNLP 2023 Interpretable Neural-Symbolic Concept Reasoning ICML 2023 Out-of-Distribution Generalization by Neural-Symbolic Joint Training AAAI 2023 Scalable Coupling of Deep Learning with Logical Reasoning IJCAI 2023 AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension ACL 2022 A Neural-Symbolic Approach to Natural Language Understanding EMNLP 2022 A Probabilistic Graphical Model Based on Neural-Symbolic Reasoning for Visual Relationship Detection CVPR 2022 Braid: Weaving Symbolic and Neural Knowledge into Coherent Logical Explanations AAAI 2022 Explainable Question Answering based on Semantic Graph by Global Differentiable Learning and Dynamic Adaptive Reasoning EMNLP 2022 Neural-Symbolic Entangled Framework for Complex Query Answering NeurIPS 2022 Neural-Symbolic Models for Logical Queries on Knowledge Graphs ICML 2022