Domain Adaptation

LinkAlign: Scalable Schema Linking for Real-World Large-Scale Multi-Database Text-to-SQL EMNLP 2025 Link-based Contrastive Learning for One-Shot Unsupervised Domain Adaptation CVPR 2025 LionGuard 2: Building Lightweight, Data-Efficient & Localised Multilingual Content Moderators EMNLP 2025 LionGuard: A Contextualized Moderation Classifier to Tackle Localized Unsafe Content COLING 2025 LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic Pathologies AAAI 2025 LLM-Driven Completeness and Consistency Evaluation for Cultural Heritage Data Augmentation in Cross-Modal Retrieval EMNLP 2025 LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection ACL 2025 LLM-empowered Dynamic Prompt Routing for Vision-Language Models Tuning under Long-Tailed Distributions EMNLP 2025 LLM-Friendly Knowledge Representation for Customer Support COLING 2025 LLM-Generated Rewrite and Context Modulation for Enhanced Vision Language Models in Digital Pathology WACV 2025 LLMs can Perform Multi-Dimensional Analytic Writing Assessments: A Case Study of L2 Graduate-Level Academic English Writing ACL 2025 LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations COLING 2025 LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension ICLR 2025 LOB-Bench: Benchmarking Generative AI for Finance - an Application to Limit Order Book Data ICML 2025 Locate-and-Focus: Enhancing Terminology Translation in Speech Language Models ACL 2025 LoFTI: Localization and Factuality Transfer to Indian Locales ACL 2025 Logits DeConfusion with CLIP for Few-Shot Learning CVPR 2025 LOHRec: Leveraging Order and Hierarchy in Generative Sequential Recommendation EMNLP 2025 Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG ICLR 2025 Long-Sequence Recommendation Models Need Decoupled Embeddings ICLR 2025 Look Back for More: Harnessing Historical Sequential Updates for Personalized Federated Adapter Tuning AAAI 2025 Look Both Ways and No Sink: Converting LLMs into Text Encoders without Training ACL 2025 LoRID: Low-Rank Iterative Diffusion for Adversarial Purification AAAI 2025 LoR-VP: Low-Rank Visual Prompting for Efficient Vision Model Adaptation ICLR 2025 Low-Biased General Annotated Dataset Generation CVPR 2025