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Transfer Learning

8,078 papers

Papers per year

Papers

Self-Distillation for Model Stacking Unlocks Cross-Lingual NLU in 200+ Languages EMNLP 2024
Beyond Common Words: Enhancing ASR Cross-Lingual Proper Noun Recognition Using Large Language Models EMNLP 2024
From Text Segmentation to Enhanced Representation Learning: A Novel Approach to Multi-Label Classification for Long Texts EMNLP 2024
Learning from Imperfect Data: Towards Efficient Knowledge Distillation of Autoregressive Language Models for Text-to-SQL EMNLP 2024
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs EMNLP 2024
Weak-to-Strong Reasoning EMNLP 2024
MetaKP: On-Demand Keyphrase Generation EMNLP 2024
Infrared-LLaVA: Enhancing Understanding of Infrared Images in Multi-Modal Large Language Models EMNLP 2024
Unlocking the Potential of Model Merging for Low-Resource Languages EMNLP 2024
Scalable and Domain-General Abstractive Proposition Segmentation EMNLP 2024
MultiVerse: Efficient and Expressive Zero-Shot Multi-Task Text-to-Speech EMNLP 2024
Can LLMs Reason in the Wild with Programs? EMNLP 2024
Fine-tuning Smaller Language Models for Question Answering over Financial Documents EMNLP 2024
Beyond Fine-tuning: Unleashing the Potential of Continuous Pretraining for Clinical LLMs. EMNLP 2024
MedCare: Advancing Medical LLMs through Decoupling Clinical Alignment and Knowledge Aggregation EMNLP 2024
Code Membership Inference for Detecting Unauthorized Data Use in Code Pre-trained Language Models EMNLP 2024
MELT: Materials-aware Continued Pre-training for Language Model Adaptation to Materials Science EMNLP 2024
Cross-Lingual Unlearning of Selective Knowledge in Multilingual Language Models EMNLP 2024
Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models EMNLP 2024
Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models EMNLP 2024
LLMs-as-Instructors: Learning from Errors Toward Automating Model Improvement EMNLP 2024
Leveraging Web-Crawled Data for High-Quality Fine-Tuning EMNLP 2024
Ask the experts: sourcing a high-quality nutrition counseling dataset through Human-AI collaboration EMNLP 2024
Cross-Lingual Multi-Hop Knowledge Editing EMNLP 2024
Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning EMNLP 2024