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Domain Adaptation

8656 directly classified papers

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Papers

When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR ACL 2025
CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization ACL 2025
Enhancing AI-Driven Farming Advisory in Kenya with Efficient RAG Agents via Quantized Fine-Tuned Language Models ACL 2025
Effective Multi-Task Learning for Biomedical Named Entity Recognition ACL 2025
Retrieval-Augmented Generation Meets Local Languages for Improved Drug Information Access and Comprehension. ACL 2025
Challenging Multimodal LLMs with African Standardized Exams: A Document VQA Evaluation ACL 2025
Aspect-Based Opinion Summarization with Argumentation Schemes ACL 2025
SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale ACL 2025
Understanding the Influence of Synthetic Data for Text Embedders ACL 2025
Exploiting Phonetics and Glyph Representation at Radical-level for Classical Chinese Understanding ACL 2025
Evaluation of LLMs in Medical Text Summarization: The Role of Vocabulary Adaptation in High OOV Settings ACL 2025
Automated main concept generation for narrative discourse assessment in aphasia ACL 2025
Let’s Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Robust and Instruction-Aware ASR and OCR ACL 2025
AutoArabic: A Three-Stage Framework for Localizing Video-Text Retrieval Benchmarks EMNLP 2025
COGUMELO at SemEval-2025 Task 3: A Synthetic Approach to Detecting Hallucinations in Language Models based on Named Entity Recognition SEMEVAL 2025
MELABenchv1: Benchmarking Large Language Models against Smaller Fine-Tuned Models for Low-Resource Maltese NLP ACL 2025
Unlocking LLMs’ Self-Improvement Capacity with Autonomous Learning for Domain Adaptation ACL 2025
Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization ACL 2025
MONTROSE: LLM-driven Monte Carlo Tree Search Self-Refinement for Cross-Domain Rumor Detection ACL 2025
PEToolLLM: Towards Personalized Tool Learning in Large Language Models ACL 2025
Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification ACL 2025
Perspective: Leveraging Domain Knowledge for Tabular Machine Learning in the Medical Domain ACL 2025
UncleLM at SemEval-2025 Task 11: RAG-Based Few-Shot Learning and Fine-Tuned Encoders for Multilingual Emotion Detection SEMEVAL 2025
UoB-NLP at SemEval-2025 Task 11: Leveraging Adapters for Multilingual and Cross-Lingual Emotion Detection SEMEVAL 2025
ProMind-LLM: Proactive Mental Health Care via Causal Reasoning with Sensor Data ACL 2025