Representation

Semantic Frame Induction from a Real-World Corpus ACL 2025 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 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 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 Situational Scene Graph for Structured Human-Centric Situation Understanding WACV 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 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 SPAC: Sparse Partitioning and Adaptive Core Tensor Pruning Model for Knowledge Graph Completion AAAI 2025 Spectra of Cardinality Queries over Description Logic Knowledge Bases AAAI 2025 SPHINX: Structural Prediction using Hypergraph Inference Network ICML 2025 SPOT: Zero-Shot Semantic Parsing Over Property Graphs ACL 2025 SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025 Stability and Generalization Capability of Subgraph Reasoning Models for Inductive Knowledge Graph Completion ICML 2025 Stabilized Inverse Probability Weighting via Isotonic Calibration CLeaR 2025 STLC-KG:A Social Text Steganalysis Method Combining Large-Scale Language Models and Common-Sense Knowledge Graphs AAAI 2025 STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation ACL 2025 Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation (Extended Abstract) COLT 2025 Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models COLING 2025 Structure Is All You Need: Structural Representation Learning on Hyper-Relational Knowledge Graphs ICML 2025