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Machine Learning
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Domain Adaptation
8,656 papers
Papers per year
2003: 1
2004: 2
2006: 11
2007: 9
2008: 8
2009: 13
2010: 14
2011: 16
2012: 16
2013: 44
2014: 32
2015: 44
2016: 126
2017: 203
2018: 378
2019: 662
2020: 726
2021: 1006
2022: 964
2023: 1217
2024: 1326
2025: 1387
2026: 451
Papers
DictLLM: Harnessing Key-Value Data Structures with Large Language Models for Enhanced Medical Diagnostics
ACL 2024
Refining and Synthesis: A Simple yet Effective Data Augmentation Framework for Cross-Domain Aspect-based Sentiment Analysis
ACL 2024
CACL: Community-Aware Heterogeneous Graph Contrastive Learning for Social Media Bot Detection
ACL 2024
Chinese MentalBERT: Domain-Adaptive Pre-training on Social Media for Chinese Mental Health Text Analysis
ACL 2024
STYLE: Improving Domain Transferability of Asking Clarification Questions in Large Language Model Powered Conversational Agents
ACL 2024
Enhancing Adverse Drug Event Detection with Multimodal Dataset: Corpus Creation and Model Development
ACL 2024
CLASP: Cross-modal Alignment Using Pre-trained Unimodal Models
ACL 2024
Towards Multiple References Era – Addressing Data Leakage and Limited Reference Diversity in Machine Translation Evaluation
ACL 2024
Exploiting Target Language Data for Neural Machine Translation Beyond Back Translation
ACL 2024
Efficient Domain Adaptation for Non-Autoregressive Machine Translation
ACL 2024
Complex Logical Query Answering by Calibrating Knowledge Graph Completion Models
ACL 2024
DADA: Distribution-Aware Domain Adaptation of PLMs for Information Retrieval
ACL 2024
On The Persona-based Summarization of Domain-Specific Documents
ACL 2024
Amanda: Adaptively Modality-Balanced Domain Adaptation for Multimodal Emotion Recognition
ACL 2024
Towards a new research agenda for multimodal enterprise document understanding: What are we missing?
ACL 2024
From One to Many: Expanding the Scope of Toxicity Mitigation in Language Models
ACL 2024
SLIDE: A Framework Integrating Small and Large Language Models for Open-Domain Dialogues Evaluation
ACL 2024
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models
ACL 2024
Fine-tuning Language Models for Joint Rewriting and Completion of Code with Potential Bugs
ACL 2024
SCALE: Synergized Collaboration of Asymmetric Language Translation Engines
ACL 2024
How Do Moral Emotions Shape Political Participation? A Cross-Cultural Analysis of Online Petitions Using Language Models
ACL 2024
Enhancing Conceptual Understanding in Multimodal Contrastive Learning through Hard Negative Samples
ACL 2024
Out-of-Domain Dependency Parsing for Dialects of Arabic: A Case Study
ACL 2024
Qalam: A Multimodal LLM for Arabic Optical Character and Handwriting Recognition
ACL 2024
Improving Self-training with Prototypical Learning for Source-Free Domain Adaptation on Clinical Text
ACL 2024
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