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Papers
Lexical Recall or Logical Reasoning: Probing the Limits of Reasoning Abilities in Large Language Models
ACL 2025
Logical DA: Enhancing Data Augmentation for Logical Reasoning via a Multi-Agent System
ACL 2025
Logical forms complement probability in understanding language model (and human) performance
ACL 2025
Logical Reasoning with Outcome Reward Models for Test-Time Scaling
EMNLP 2025
Logical Table-to-Text Generation: Challenges, Methods, and Reasoning
IJCNLP 2025
Logic Distillation: Learning from Code Function by Function for Decision-making Tasks
IJCAI 2025
LogicGame: Benchmarking Rule-Based Reasoning Abilities of Large Language Models
ACL 2025
Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models
NAACL 2025
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning
ACL 2025
Logic-Regularized Verifier Elicits Reasoning from LLMs
ACL 2025
Logic-Thinker: Teaching Large Language Models to Think more Logically.
EMNLP 2025
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models
EMNLP 2025
LogiGraph: Logical Reasoning with Contrastive Learning and Lightweight Graph Networks
COLING 2025
LTRAG: Enhancing Autoformalization and Self-refinement for Logical Reasoning with Thought-Guided RAG
ACL 2025
MedEx: Enhancing Medical Question-Answering with First-Order Logic based Reasoning and Knowledge Injection
COLING 2025
MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions
EMNLP 2025
On Memorization of Large Language Models in Logical Reasoning
IJCNLP 2025
Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation
EMNLP 2025
PlanningArena: A Modular Benchmark for Multidimensional Evaluation of Planning and Tool Learning
ACL 2025
Probing Logical Reasoning of MLLMs in Scientific Diagrams
EMNLP 2025
Program Synthesis Benchmark for Visual Programming in XLogoOnline Environment
ACL 2025
Quantifying Logical Consistency in Transformers via Query-Key Alignment
EMNLP 2025
Quantized but Deceptive? A Multi-Dimensional Truthfulness Evaluation of Quantized LLMs
EMNLP 2025
Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation
ACL 2025
Reasoning Knowledge Filter for Logical Table-to-Text Generation
COLING 2025