domain adaptation

4578 papers

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Also known as

DANN UNIDA UDA DA DAPT

Co-occurring keywords

transfer learning (5442) unsupervised learning (3255) large language model (12755) semantic segmentation (3179) domain generalization (1517) representation learning (6174) neural machine translation (2310) adversarial learning (1592) text classification (6776) knowledge distillation (3680)

Papers

Distilling Robustness into Natural Language Inference Models with Domain-Targeted Augmentation ACL 2024

Bridging Distribution Gap via Semantic Rewriting with LLMs to Enhance OOD Robustness ACL 2024

An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery ACL 2024

On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models ACL 2024

MultiLegalPile: A 689GB Multilingual Legal Corpus ACL 2024

Word Matters: What Influences Domain Adaptation in Summarization? ACL 2024

RAG-QA Arena: Evaluating Domain Robustness for Long-form Retrieval Augmented Question Answering EMNLP 2024

MSciNLI: A Diverse Benchmark for Scientific Natural Language Inference NAACL 2024

Generalizable and Stable Finetuning of Pretrained Language Models on Low-Resource Texts NAACL 2024

Improving Pre-trained Language Model Sensitivity via Mask Specific losses: A case study on Biomedical NER NAACL 2024

Pruning as a Domain-specific LLM Extractor NAACL 2024

Interpreting Answers to Yes-No Questions in Dialogues from Multiple Domains NAACL 2024

Role Prompting Guided Domain Adaptation with General Capability Preserve for Large Language Models NAACL 2024

Tailoring Vaccine Messaging with Common-Ground Opinions NAACL 2024

Improving Health Question Answering with Reliable and Time-Aware Evidence Retrieval NAACL 2024

Exploring Robustness in Doctor-Patient Conversation Summarization: An Analysis of Out-of-Domain SOAP Notes NAACL 2024

Building A German Clinical Named Entity Recognition System without In-domain Training Data NAACL 2024

Parameter-Efficient Fine-Tuning of LLaMA for the Clinical Domain NAACL 2024

Fusion of Domain-Adapted Vision and Language Models for Medical Visual Question Answering NAACL 2024

Context Aggregation with Topic-focused Summarization for Personalized Medical Dialogue Generation NAACL 2024

PromptMind Team at EHRSQL-2024: Improving Reliability of SQL Generation using Ensemble LLMs NAACL 2024

What explains the success of cross-modal fine-tuning with ORCA? NAACL 2024

Can probing classifiers reveal the learning by contact center large language models?: No, it doesn’t! NAACL 2024

UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather CVPR 2024

Unified Language-driven Zero-shot Domain Adaptation CVPR 2024