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Self-Supervised Learning

8255 directly classified papers

Papers per year

Papers

PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025
Any-Resolution AI-Generated Image Detection by Spectral Learning CVPR 2025
DEBATE, TRAIN, EVOLVE: Self‐Evolution of Language Model Reasoning EMNLP 2025
GRAID: Synthetic Data Generation with Geometric Constraints and Multi-Agentic Reflection for Harmful Content Detection EMNLP 2025
No Need for Explanations: LLMs can implicitly learn from mistakes in-context EMNLP 2025
CogDual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards EMNLP 2025
Rule Discovery for Natural Language Inference Data Generation Using Out-of-Distribution Detection EMNLP 2025
LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder EMNLP 2025
Diverse, not Short: A Length-Controlled Data Selection Strategy for Improving Response Diversity of Language Models EMNLP 2025
NLPrompt: Noise-Label Prompt Learning for Vision-Language Models CVPR 2025
FSFM: A Generalizable Face Security Foundation Model via Self-Supervised Facial Representation Learning CVPR 2025
Please Translate Again: Two Simple Experiments on Whether Human-Like Reasoning Helps Translation EMNLP 2025
Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts EMNLP 2025
Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025
ReSeeding Latent States for Sequential Language Understanding EMNLP 2025
HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance EMNLP 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025
Enhancing LLM Language Adaption through Cross-lingual In-Context Pre-training EMNLP 2025
MAviS: A Multimodal Conversational Assistant For Avian Species EMNLP 2025
Explicit and Implicit Data Augmentation for Social Event Detection ACL 2025
Reflective Agreement: Combining Self-Mixture of Agents with a Sequence Tagger for Robust Event Extraction EMNLP 2025
AIR: Complex Instruction Generation via Automatic Iterative Refinement EMNLP 2025
LoCt-Instruct: An Automatic Pipeline for Constructing Datasets of Logical Continuous Instructions EMNLP 2025
Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025
Language Models as Continuous Self-Evolving Data Engineers EMNLP 2025