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Representation Learning

18,863 papers

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Papers

Type-Less yet Type-Aware Inductive Link Prediction with Pretrained Language Models EMNLP 2025
Unpacking Let Alone: Human-Scale Models Generalize to a Rare Construction in Form but not Meaning EMNLP 2025
Tailoring Table Retrieval from a Field-aware Hybrid Matching Perspective EMNLP 2025
Randomly Removing 50% of Dimensions in Text Embeddings has Minimal Impact on Retrieval and Classification Tasks EMNLP 2025
Scaling Up Temporal Domain Generalization via Temporal Experts Averaging 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
Probing and Boosting Large Language Models Capabilities via Attention Heads EMNLP 2025
Explaining Differences Between Model Pairs in Natural Language through Sample Learning EMNLP 2025
Toward Efficient Sparse Autoencoder-Guided Steering for Improved In-Context Learning in Large Language Models EMNLP 2025
Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach EMNLP 2025
Multilingual Pretraining for Pixel Language Models EMNLP 2025
V-VAE: A Variational Auto Encoding Framework Towards Fine-Grained Control over Human-Like Chat EMNLP 2025
Mixture of Languages: Improved Multilingual Encoders Through Language Grouping EMNLP 2025
Sparse Autoencoder Features for Classifications and Transferability EMNLP 2025
KGE Calibrator: An Efficient Probability Calibration Method of Knowledge Graph Embedding Models for Trustworthy Link Prediction EMNLP 2025
LCES: Zero-shot Automated Essay Scoring via Pairwise Comparisons Using Large Language Models EMNLP 2025
Enhancing Study-Level Inference from Clinical Trial Papers via Reinforcement Learning-Based Numeric Reasoning EMNLP 2025
Exploring morphology-aware tokenization: A case study on Spanish language modeling EMNLP 2025
Mapping semantic networks to Dutch word embeddings as a diagnostic tool for cognitive decline EMNLP 2025
HICode: Hierarchical Inductive Coding with LLMs EMNLP 2025
LoRACoE: Improving Large Language Model via Composition-based LoRA Expert EMNLP 2025
3R: Enhancing Sentence Representation Learning via Redundant Representation Reduction EMNLP 2025
The Transfer Neurons Hypothesis: An Underlying Mechanism for Language Latent Space Transitions in Multilingual LLMs EMNLP 2025
SQUiD: Synthesizing Relational Databases from Unstructured Text EMNLP 2025