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Artificial Intelligence
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Learning Paradigms
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Transfer Learning
8,078 papers
Papers per year
2002: 2
2003: 1
2005: 3
2006: 5
2007: 12
2008: 7
2009: 7
2010: 16
2011: 15
2012: 13
2013: 35
2014: 32
2015: 40
2016: 72
2017: 149
2018: 341
2019: 619
2020: 711
2021: 992
2022: 980
2023: 1182
2024: 1282
2025: 1254
2026: 308
Papers
GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities
EMNLP 2024
UOUO: Uncontextualized Uncommon Objects for Measuring Knowledge Horizons of Vision Language Models
EMNLP 2024
Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts
EMNLP 2024
Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning
EMNLP 2024
Breaking Language Barriers: Cross-Lingual Continual Pre-Training at Scale
EMNLP 2024
MIND: Multimodal Shopping Intention Distillation from Large Vision-language Models for E-commerce Purchase Understanding
EMNLP 2024
FEDKIM: Adaptive Federated Knowledge Injection into Medical Foundation Models
EMNLP 2024
FIRST: Faster Improved Listwise Reranking with Single Token Decoding
EMNLP 2024
Learning to Correct for QA Reasoning with Black-box LLMs
EMNLP 2024
Less is More: Parameter-Efficient Selection of Intermediate Tasks for Transfer Learning
EMNLP 2024
Enhancing Systematic Decompositional Natural Language Inference Using Informal Logic
EMNLP 2024
Attribute Diversity Determines the Systematicity Gap in VQA
EMNLP 2024
Towards Robust Speech Representation Learning for Thousands of Languages
EMNLP 2024
I Learn Better If You Speak My Language: Understanding the Superior Performance of Fine-Tuning Large Language Models with LLM-Generated Responses
EMNLP 2024
PreAlign: Boosting Cross-Lingual Transfer by Early Establishment of Multilingual Alignment
EMNLP 2024
KNN-Instruct: Automatic Instruction Construction with K Nearest Neighbor Deduction
EMNLP 2024
Fine-Tuning and Prompt Optimization: Two Great Steps that Work Better Together
EMNLP 2024
Towards Online Continuous Sign Language Recognition and Translation
EMNLP 2024
TEMA: Token Embeddings Mapping for Enriching Low-Resource Language Models
EMNLP 2024
DECOR: Improving Coherence in L2 English Writing with a Novel Benchmark for Incoherence Detection, Reasoning, and Rewriting
EMNLP 2024
GlossLM: A Massively Multilingual Corpus and Pretrained Model for Interlinear Glossed Text
EMNLP 2024
Leveraging Estimated Transferability Over Human Intuition for Model Selection in Text Ranking
EMNLP 2024
Self-Powered LLM Modality Expansion for Large Speech-Text Models
EMNLP 2024
Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration Approach
EMNLP 2024
SPEED++: A Multilingual Event Extraction Framework for Epidemic Prediction and Preparedness
EMNLP 2024
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