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Representation Learning

18,863 papers

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Papers

Spelling-out is not Straightforward: LLMs’ Capability of Tokenization from Token to Characters EMNLP 2025
How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders EMNLP 2025
HMCL: Task-Optimal Text Representation Adaptation through Hierarchical Contrastive Learning EMNLP 2025
On the Correspondence between the Squared Norm and Information Content in Text Embeddings EMNLP 2025
SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion EMNLP 2025
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning EMNLP 2025
Dementia Through Different Eyes: Explainable Modeling of Human and LLM Perceptions for Early Awareness EMNLP 2025
From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing EMNLP 2025
A Generative Framework for Personalized Sticker Retrieval EMNLP 2025
Humor in Pixels: Benchmarking Large Multimodal Models Understanding of Online Comics EMNLP 2025
SEKE: Specialised Experts for Keyword Extraction EMNLP 2025
Fair Text-Attributed Graph Representation Learning EMNLP 2025
Human-Inspired Obfuscation for Model Unlearning: Local and Global Strategies with Hyperbolic Representations EMNLP 2025
Learning Trajectories of Figurative Language for Pre-Trained Language Models EMNLP 2025
SCDTour: Embedding Axis Ordering and Merging for Interpretable Semantic Change Detection EMNLP 2025
BTW: A Non-Parametric Variance Stabilization Framework for Multimodal Model Integration EMNLP 2025
Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts EMNLP 2025
LLMs Can Compensate for Deficiencies in Visual Representations EMNLP 2025
FLAIRR-TS - Forecasting LLM-Agents with Iterative Refinement and Retrieval for Time Series EMNLP 2025
ULTRABENCH: Benchmarking LLMs under Extreme Fine-grained Text Generation EMNLP 2025
Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization EMNLP 2025
CLEAR: A Clinically Grounded Tabular Framework for Radiology Report Evaluation EMNLP 2025
HetGCoT: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Academic Question Answering EMNLP 2025
FSTs vs ICL: Generalisation in LLMs for an under-resourced language EMNLP 2025
SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025