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Representation Learning

4516 directly classified papers

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Papers

ALW: Adaptive Layer-Wise contrastive decoding enhancing reasoning ability in Large Language Models ACL 2025
Temporal Information Retrieval via Time-Specifier Model Merging ACL 2025
KodCode: A Diverse, Challenging, and Verifiable Synthetic Dataset for Coding ACL 2025
SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities EMNLP 2025
Diverse, not Short: A Length-Controlled Data Selection Strategy for Improving Response Diversity of Language Models EMNLP 2025
DALR: Dual-level Alignment Learning for Multimodal Sentence Representation Learning ACL 2025
ReSeeding Latent States for Sequential Language Understanding EMNLP 2025
Turbocharging Web Automation: The Impact of Compressed History States ACL 2025
OWL: Probing Cross-Lingual Recall of Memorized Texts via World Literature EMNLP 2025
Bias Attribution in Filipino Language Models: Extending a Bias Interpretability Metric for Application on Agglutinative Languages ACL 2025
CLMTracing: Black-box User-level Watermarking for Code Language Model Tracing EMNLP 2025
Structured Discourse Representation for Factual Consistency Verification ACL 2025
Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination ACL 2025
SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution ACL 2025
Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries ACL 2025
Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction ACL 2025
Enhancing Multimodal Unified Representations for Cross Modal Generalization ACL 2025
Eta-WavLM: Efficient Speaker Identity Removal in Self-Supervised Speech Representations Using a Simple Linear Equation ACL 2025
DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID CVPR 2025
Synthetic Data in the Era of Large Language Models ACL 2025
Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively ACL 2025
Costs and Benefits of AI-Enabled Topic Modeling in P-20 Research: The Case of School Improvement Plans ACL 2025
TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models ACL 2025
Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution’s Characteristics ACL 2025
Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking ACL 2025