neuro-symbolic approach

Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal Adjudication ACL 2026 From Sentences to Proof Trees: Leveraging Language Models for Structured Reasoning EACL 2026 GigitAI at SemEval-2026 Task 11: Hybrid Symbolic-Neural Approach for Syllogistic Validity Classification SemEval 2026 RIMRULE: Improving Tool-Using Language Agents via MDL-Guided Rule Learning ACL 2026 TEN: Table Explicitization, Neurosymbolically ACL 2026 An Evaluation of Approaches to Train Embeddings for Logical Inference (Student Abstract) AAAI 2025 Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning ICLR 2025 DLRG at BHASHA: Task 1 (IndicGEC): A Hybrid Neurosymbolic Approach for Tamil and Malayalam Grammatical Error Correction AACL 2025 IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities ICLR 2025 LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models ACL 2025 NeSyCoCo: A Neuro-Symbolic Concept Composer for Compositional Generalization AAAI 2025 Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) AAAI 2025 Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025 Thesis Proposal: A NeuroSymbolic Approach to Control Task-Oriented Dialog Systems IJCNLP 2025 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replay ICML 2024 Evaluating Step-by-Step Reasoning through Symbolic Verification NAACL 2024 Learning Better Representations From Less Data For Propositional Satisfiability NeurIPS 2024 Learning to Generate Rules for Realistic Few-Shot Relation Classification: An Encoder-Decoder Approach EMNLP 2024 Position: LLMs Can’t Plan, But Can Help Planning in LLM-Modulo Frameworks ICML 2024 Puzzle Solving using Reasoning of Large Language Models: A Survey EMNLP 2024 SenticVec: Toward Robust and Human-Centric Neurosymbolic Sentiment Analysis ACL 2024 AnyTOD: A Programmable Task-Oriented Dialog System EMNLP 2023 Investigating Transformer-Guided Chaining for Interpretable Natural Logic Reasoning ACL 2023 Self-Supervised Rule Learning to Link Text Segments to Relational Elements of Structured Knowledge EMNLP 2023 Symbols as a Lingua Franca for Bridging Human-AI Chasm for Explainable and Advisable AI Systems AAAI 2022