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Domain Adaptation

8656 directly classified papers

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Papers

CC-Tuning: A Cross-Lingual Connection Mechanism for Improving Joint Multilingual Supervised Fine-Tuning ACL 2025
Controlled Low-Rank Adaptation with Subspace Regularization for Continued Training on Large Language Models ACL 2025
DialUp! Modeling the Language Continuum by Adapting Models to Dialects and Dialects to Models ACL 2025
Enhancing Goal-oriented Proactive Dialogue Systems via Consistency Reflection and Correction ACL 2025
Evaluating Visual and Cultural Interpretation: The K-Viscuit Benchmark with Human-VLM Collaboration ACL 2025
ProMALex: Progressive Modular Adapters for Multi-Jurisdictional Legal Language Modeling ACL 2025
Look Both Ways and No Sink: Converting LLMs into Text Encoders without Training ACL 2025
Asclepius: A Spectrum Evaluation Benchmark for Medical Multi-Modal Large Language Models ACL 2025
Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection ACL 2025
SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings ACL 2025
Language Fusion for Parameter-Efficient Cross-lingual Transfer ACL 2025
Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss ACL 2025
Contrastive Learning on LLM Back Generation Treebank for Cross-domain Constituency Parsing ACL 2025
CheXalign: Preference fine-tuning in chest X-ray interpretation models without human feedback ACL 2025
Towards Robust Universal Information Extraction: Dataset, Evaluation, and Solution ACL 2025
Mixture of Small and Large Models for Chinese Spelling Check ACL 2025
DDxTutor: Clinical Reasoning Tutoring System with Differential Diagnosis-Based Structured Reasoning ACL 2025
Removing Prompt-template Bias in Reinforcement Learning from Human Feedback ACL 2025
Jim at SemEval-2025 Task 5: Multilingual BERT Ensemble ACL 2025
Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025
Typology-Guided Adaptation in Multilingual Models ACL 2025
IRIS: Interpretable Retrieval-Augmented Classification for Long Interspersed Document Sequences ACL 2025
When Detection Fails: The Power of Fine-Tuned Models to Generate Human-Like Social Media Text ACL 2025
When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR ACL 2025
Towards compact and efficient Slovak summarization models ACL 2025