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Representation Learning

2843 directly classified papers

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Papers

ConText-LE: Cross-Distribution Generalization for Longitudinal Experiential Data via Narrative-Based LLM Representations EMNLP 2025
The Price of Format: Diversity Collapse in LLMs EMNLP 2025
Good Seed Makes a Good Crop: Discovering Secret Seeds in Text-to-Image Diffusion Models WACV 2025
Which Word Orders Facilitate Length Generalization in LMs? An Investigation with GCG-Based Artificial Languages EMNLP 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025
How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code EMNLP 2025
Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025
The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models EMNLP 2025
Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness EMNLP 2025
Transformer-Based Temporal Information Extraction and Application: A Review EMNLP 2025
Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025
A Graph-Theoretical Framework for Analyzing the Behavior of Causal Language Models EMNLP 2025
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025
Reading Between the Prompts: How Stereotypes Shape LLM’s Implicit Personalization EMNLP 2025
Discriminating Form and Meaning in Multilingual Models with Minimal-Pair ABX Tasks EMNLP 2025
Semantic Networks Extracted from Students’ Think-Aloud Data are Correlated with Students’ Learning Performance EMNLP 2025
Latent Inter-User Difference Modeling for LLM Personalization EMNLP 2025
Towards Infinite-Long Prefix in Transformer EMNLP 2025
Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025
The discordance between embedded ethics and cultural inference in large language models EMNLP 2025
Multilingual Prompting for Improving LLM Generation Diversity EMNLP 2025
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction EMNLP 2025
Reason to Rote: Rethinking Memorization in Reasoning EMNLP 2025
Disentangled World Models: Learning to Transfer Semantic Knowledge from Distracting Videos for Reinforcement Learning ICCV 2025
Towards Lossless Implicit Neural Representation via Bit Plane Decomposition CVPR 2025