Knowledge & Reasoning

Semantic Networks Extracted from Students’ Think-Aloud Data are Correlated with Students’ Learning Performance EMNLP 2025 SEMMA: A Semantic Aware Knowledge Graph Foundation Model EMNLP 2025 Sequence Structure Aware Retriever for Procedural Document Retrieval: A New Dataset and Baseline EMNLP 2025 Shapley-PC: Constraint-based Causal Structure Learning with a Shapley Inspired Framework CLeaR 2025 Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025 SHARP: Unlocking Interactive Hallucination via Stance Transfer in Role-Playing LLMs ACL 2025 Shield Synthesis for LTL Modulo Theories AAAI 2025 Should We Use a Fixed Embedding Size? Customized Dimension Sizes for Knowledge Graph Embedding COLING 2025 SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation ACL 2025 Since Faithfulness Fails: The Performance Limits of Neural Causal Discovery ICML 2025 Situational Scene Graph for Structured Human-Centric Situation Understanding WACV 2025 Situation Calculus Temporally Lifted Abstractions for Generalized Planning AAAI 2025 SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval COLING 2025 SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context EMNLP 2025 SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025 SK-VQA: Synthetic Knowledge Generation at Scale for Training Context-Augmented Multimodal LLMs ICML 2025 SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion EMNLP 2025 Smart Casual Verification of the Confidential Consortium Framework NSDI 2025 Solving QNP and FOND+ with Generating, Testing and Forbidding IJCAI 2025 Solving Satisfiability Modulo Counting Exactly with Probabilistic Circuits ICML 2025 Sound Over-Approximation of Equational Reasoning with Variable-Preserving Rules Parameterized by Derivation Depth AAAI 2025 SPAC: Sparse Partitioning and Adaptive Core Tensor Pruning Model for Knowledge Graph Completion AAAI 2025 SPaRC: A Spatial Pathfinding Reasoning Challenge EMNLP 2025 Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation ICML 2025 Spectral Representation for Causal Estimation with Hidden Confounders AISTATS 2025