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Representation Learning

18,863 papers

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Papers

Not All Features Deserve Attention: Graph-Guided Dependency Learning for Tabular Data Generation with Language Models EMNLP 2025
HEAL: Hybrid Enhancement with LLM-based Agents for Text-attributed Hypergraph Self-supervised Representation Learning EMNLP 2025
Improving Influence-based Instruction Tuning Data Selection for Balanced Learning of Diverse Capabilities EMNLP 2025
Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs EMNLP 2025
Spotlighter: Revisiting Prompt Tuning from a Representative Mining View EMNLP 2025
Leveraging 3D Gaussian for Temporal Knowledge Graph Embedding EMNLP 2025
Representing LLMs in Prompt Semantic Task Space EMNLP 2025
Joint Enhancement of Relational Reasoning for Long-Context LLMs EMNLP 2025
Extracting Conceptual Spaces from LLMs Using Prototype Embeddings EMNLP 2025
LLMs as a synthesis between symbolic and distributed approaches to language EMNLP 2025
Uplift-RAG: Uplift-Driven Knowledge Preference Alignment for Retrieval-Augmented Generation EMNLP 2025
HighMATH: Evaluating Math Reasoning of Large Language Models in Breadth and Depth EMNLP 2025
Do Code Semantics Help? A Comprehensive Study on Execution Trace-Based Information for Code Large Language Models EMNLP 2025
Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing EMNLP 2025
KaeDe: Progressive Generation of Logical Forms via Knowledge-Aware Question Decomposition for Improved KBQA EMNLP 2025
STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models EMNLP 2025
From Characters to Tokens: Dynamic Grouping with Hierarchical BPE EMNLP 2025
MATCH: Task-Driven Code Evaluation through Contrastive Learning EMNLP 2025
FaMTEB: Massive Text Embedding Benchmark in Persian Language EMNLP 2025
FrameEOL: Semantic Frame Induction using Causal Language Models EMNLP 2025
SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning EMNLP 2025
Semantic Geometry of Sentence Embeddings EMNLP 2025
Multi-token Mask-filling and Implicit Discourse Relations EMNLP 2025
DocMMIR: A Framework for Document Multi-modal Information Retrieval EMNLP 2025
Do We Really Need All Those Dimensions? An Intrinsic Evaluation Framework for Compressed Embeddings EMNLP 2025