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Methodology
← Learning Types
Machine Learning
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Learning Types
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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
Improving Low-Resource Morphological Inflection via Self-Supervised Objectives
ACL 2025
Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning
ACL 2025
Retrospective Learning from Interactions
ACL 2025
Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective
ACL 2025
Pre-Training Curriculum for Multi-Token Prediction in Language Models
ACL 2025
Is linguistically-motivated data augmentation worth it?
ACL 2025
Speed Up Your Code: Progressive Code Acceleration Through Bidirectional Tree Editing
ACL 2025
PIPER: Benchmarking and Prompting Event Reasoning Boundary of LLMs via Debiasing-Distillation Enhanced Tuning
ACL 2025
SocialEval: Evaluating Social Intelligence of Large Language Models
ACL 2025
Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation
ACL 2025
Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning
ACL 2025
Direct Repair Optimization: Training Small Language Models For Educational Program Repair Improves Feedback
ACL 2025
bea-jh at BEA 2025 Shared Task: Evaluating AI-powered Tutors through Pedagogically-Informed Reasoning
ACL 2025
Tag-First: Mitigating Distributional Bias in Synthetic User Profiles through Controlled Attribute Generation
ACL 2025
RL + Transformer = A General-Purpose Problem Solver
ACL 2025
Modeling the Evolution of English Noun Compounds with Feature-Rich Diachronic Compositionality Prediction
ACL 2025
SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction
ACL 2025
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond
ACL 2025
Failing Forward: Improving Generative Error Correction for ASR with Synthetic Data and Retrieval Augmentation
ACL 2025
PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence
ACL 2025
I see what you mean: Co-Speech Gestures for Reference Resolution in Multimodal Dialogue
ACL 2025
Sparse Rewards Can Self-Train Dialogue Agents
ACL 2025
Decoder-Only LLMs can be Masked Auto-Encoders
ACL 2025
ScanEZ: Integrating Cognitive Models with Self-Supervised Learning for Spatiotemporal Scanpath Prediction
ACL 2025
Implicit Counterfactual Learning for Audio-Visual Segmentation
ICCV 2025
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