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Representation Learning

18863 directly classified papers

Papers per year

Papers

Beyond the Scientific Document: A Citation-Aware Multi-Granular Summarization Approach with Heterogeneous Graphs EMNLP 2025
Targeted Source Text Editing for Machine Translation: Exploiting Quality Estimators and Large Language Models EMNLP 2025
On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions EMNLP 2025
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
xCoRe: Cross-context Coreference Resolution EMNLP 2025
Beyond Averages: Learning with Annotator Disagreement in STS EMNLP 2025
LangVAE and LangSpace: Building and Probing for Language Model VAEs EMNLP 2025
Controllable Clustering with LLM-driven Embeddings EMNLP 2025
LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025
CTR-Guided Generative Query Suggestion in Conversational Search EMNLP 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025
FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images CVPR 2025
PEPE: Long-context Extension for Large Language Models via Periodic Extrapolation Positional Encodings EMNLP 2025
The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models EMNLP 2025
Unsupervised Concept Vector Extraction for Bias Control in LLMs EMNLP 2025
Sparse Autoencoder Features for Classifications and Transferability EMNLP 2025
3R: Enhancing Sentence Representation Learning via Redundant Representation Reduction EMNLP 2025
A Text-Based Recommender System that Leverages Explicit Affective State Preferences EMNLP 2025
SUE: Sparsity-based Uncertainty Estimation via Sparse Dictionary Learning EMNLP 2025
N-CORE: N-View Consistency Regularization for Disentangled Representation Learning in Nonverbal Vocalizations EMNLP 2025