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representation learning

6174 papers

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Also known as

RL

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contrastive learning (3979) self-supervised learning (3751) transfer learning (5442) neural network (6616) unsupervised learning (3255) graph neural network (3945) multimodal learning (4622) domain adaptation (4578) feature learning (1309) language model (4573)

Papers

Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora ACL 2025
FACTCHECKMATE: Preemptively Detecting and Mitigating Hallucinations in LMs EMNLP 2025
Two Challenges, One Solution: Robust Multimodal Learning through Dynamic Modality Recognition and Enhancement EMNLP 2025
How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders EMNLP 2025
On the Correspondence between the Squared Norm and Information Content in Text Embeddings EMNLP 2025
From Monolingual to Bilingual: Investigating Language Conditioning in Large Language Models for Psycholinguistic Tasks AACL 2025
Fair Text-Attributed Graph Representation Learning EMNLP 2025
Representing LLMs in Prompt Semantic Task Space EMNLP 2025
Data-scarce Behavior Editing of Language Models EMNLP 2025
ViFT: Towards Visual Instruction-Free Fine-tuning for Large Vision-Language Models EMNLP 2025
Enhancing Partially Relevant Video Retrieval with Robust Alignment Learning EMNLP 2025
CoMoE: Contrastive Representation for Mixture-of-Experts in Parameter-Efficient Fine-tuning EMNLP 2025
SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps EMNLP 2025
Improving Prompt Generalization for Cross-prompt Essay Trait Scoring from the Scoring-invariance Perspective EMNLP 2025
pEBR: A Probabilistic Approach to Embedding Based Retrieval EMNLP 2025
Curved Worlds, Clear Boundaries: Generalizing Speech Deepfake Detection using Hyperbolic and Spherical Geometry Spaces AACL 2025
TRACE: Training and Inference-Time Interpretability Analysis for Language Models EMNLP 2025
From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens EMNLP 2025
SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders EMNLP 2025
How Aligned Are Unimodal Language and Graph Encodings of Chemical Molecules? AACL 2025
Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations EMNLP 2025
Tell, Don’t Show: Leveraging Language Models’ Abstractive Retellings to Model Literary Themes ACL 2025
Probing and Boosting Large Language Models Capabilities via Attention Heads EMNLP 2025
Can Large Language Models Act as Ensembler for Multi-GNNs? EMNLP 2025
From Language to Cognition: How LLMs Outgrow the Human Language Network EMNLP 2025