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Self-Supervised Learning

8255 directly classified papers

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Papers

ReSeeding Latent States for Sequential Language Understanding EMNLP 2025
Rank-Awareness and Angular Constraints: A New Perspective on Learning Sentence Embeddings from NLI Data EMNLP 2025
Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025
Enhancing Chinese Offensive Language Detection with Homophonic Perturbation EMNLP 2025
HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance EMNLP 2025
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering EMNLP 2025
Language Models as Continuous Self-Evolving Data Engineers EMNLP 2025
Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts EMNLP 2025
CARMA: Enhanced Compositionality in LLMs via Advanced Regularisation and Mutual Information Alignment EMNLP 2025
Enhancing Chain-of-Thought Reasoning via Neuron Activation Differential Analysis EMNLP 2025
Evaluating the Effectiveness and Scalability of LLM-Based Data Augmentation for Retrieval EMNLP 2025
Please Translate Again: Two Simple Experiments on Whether Human-Like Reasoning Helps Translation EMNLP 2025
Rule Discovery for Natural Language Inference Data Generation Using Out-of-Distribution Detection EMNLP 2025
R-PRM: Reasoning-Driven Process Reward Modeling EMNLP 2025
CoPL: Collaborative Preference Learning for Personalizing LLMs EMNLP 2025
START: Self-taught Reasoner with Tools EMNLP 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis EMNLP 2025
AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction EMNLP 2025
How do autoregressive transformers solve full addition? EMNLP 2025
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025
Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps EMNLP 2025
SocialEval: Evaluating Social Intelligence of Large Language Models ACL 2025
MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025
Mining the Past with Dual Criteria: Integrating Three types of Historical Information for Context-aware Event Forecasting EMNLP 2025
Mutual-Taught for Co-adapting Policy and Reward Models ACL 2025