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Methodology
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Machine Learning
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Self-Supervised Learning
8255 directly classified papers
Papers per year
2006: 8
2007: 7
2008: 7
2009: 9
2010: 12
2011: 7
2012: 13
2013: 11
2014: 12
2015: 17
2016: 35
2017: 97
2018: 191
2019: 441
2020: 663
2021: 1166
2022: 1170
2023: 1544
2024: 1323
2025: 1205
2026: 317
Papers
Lemmatizing Dialectal Arabic with Sequence-to-Sequence Models
EMNLP 2025
Self-Training Elicits Concise Reasoning in Large Language Models
ACL 2025
Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation
ACL 2025
Sparse Rewards Can Self-Train Dialogue Agents
ACL 2025
MONTROSE: LLM-driven Monte Carlo Tree Search Self-Refinement for Cross-Domain Rumor Detection
ACL 2025
CARE-STaR: Constraint-aware Self-taught Reasoner
ACL 2025
Dolphin: Document Image Parsing via Heterogeneous Anchor Prompting
ACL 2025
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA
ACL 2025
Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models
ACL 2025
Confidence Improves Self-Consistency in LLMs
ACL 2025
ChuenSumi at SemEval-2025 Task 1: Sentence Transformer Models and Processing Idiomacity
SEMEVAL 2025
iai_MSU at SemEval-2025 Task-3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes in English
SEMEVAL 2025
UZH at SemEval-2025 Task 3: Token-Level Self-Consistency for Hallucination Detection
SEMEVAL 2025
LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback
ACL 2025
RecordTwin: Towards Creating Safe Synthetic Clinical Corpora
ACL 2025
ChuLo: Chunk-Level Key Information Representation for Long Document Understanding
ACL 2025
ZEBRA: Leveraging Model-Behavioral Knowledge for Zero-Annotation Preference Dataset Construction
EMNLP 2025
Stanford MLab at SemEval-2025 Task 11: Track B–Emotion Intensity Detection
ACL 2025
Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution
ACL 2025
Beyond Single Images: Retrieval Self-Augmented Unsupervised Camouflaged Object Detection
ICCV 2025
Slamming: Training a Speech Language Model on One GPU in a Day
ACL 2025
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning
ACL 2025
LAM SIMULATOR: Advancing Data Generation for Large Action Model Training via Online Exploration and Trajectory Feedback
ACL 2025
Eeyore: Realistic Depression Simulation via Expert-in-the-Loop Supervised and Preference Optimization
ACL 2025
STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training
CVPR 2025
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