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Machine Learning
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Transfer Learning
3884 directly classified papers
Papers per year
2002: 1
2003: 1
2006: 3
2007: 2
2008: 3
2009: 3
2010: 4
2011: 7
2012: 5
2013: 28
2014: 14
2015: 14
2016: 50
2017: 119
2018: 136
2019: 254
2020: 371
2021: 481
2022: 497
2023: 584
2024: 538
2025: 735
2026: 34
Papers
Archaeology at BEA 2025 Shared Task: Are Simple Baselines Good Enough?
ACL 2025
Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries
ACL 2025
Thapar Titan/s : Fine-Tuning Pretrained Language Models with Contextual Augmentation for Mistake Identification in Tutor–Student Dialogues
ACL 2025
Adapting Large Language Models for Movie Domain with Narrative Understanding Tasks
ACL 2025
Fair Domain Generalization with Heterogeneous Sensitive Attributes Across Domains
WACV 2025
Transforming adaptation tracking: benchmarking Transformer-based NLP approaches to retrieve adaptation-relevant information from climate policy text
ACL 2025
Team INSAntive at SlavicNLP-2025 Shared Task: Data Augmentation and Enhancement via Explanations for Persuasion Technique Classification
ACL 2025
Accelerating Large Language Model Pretraining via LFR Pedagogy: Learn, Focus, and Review
ACL 2025
Emotion Transfer with Enhanced Prototype for Unseen Emotion Recognition in Conversation
EMNLP 2025
Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning
EMNLP 2025
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment
EMNLP 2025
Multilingual Continual Learning using Attention Distillation
COLING 2025
NLP4Health: Multilingual Clinical Dialogue Summarization and QA with mT5 and LoRA
IJCNLP 2025
CACE: Sim-to-Real Indoor 3D Semantic Segmentation via Context-Aware Augmentation and Consistency Enforcement
WACV 2025
Team Horizon at BHASHA Task 1: Multilingual IndicGEC with Transformer-based Grammatical Error Correction Models
IJCNLP 2025
Augmenting Sign Language Translation Datasets with Large Language Models
IJCNLP 2025
REIC: RAG-Enhanced Intent Classification at Scale
EMNLP 2025
Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin
EMNLP 2025
Automotive Document Labeling Using Large Language Models
EMNLP 2025
Hard Negatives, Hard Lessons: Revisiting Training Data Quality for Robust Information Retrieval with LLMs
EMNLP 2025
SOLAR: Serendipity Optimized Language Model Aligned for Recommendation
EMNLP 2025
Fair Text Classification via Transferable Representations
JMLR 2025
Efficient and Robust Transfer Learning of Optimal Individualized Treatment Regimes with Right-Censored Survival Data
JMLR 2025
Sample-Efficient Behavior Cloning Using General Domain Knowledge
IJCAI 2025
MilaNLP@Multilingual Counterspeech Generation: Evaluating Translation and Background Knowledge Filtering
COLING 2025
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