Transfer Learning

SEUF: Is Unlearning One Expert Enough for Mixture-of-Experts LLMs? ACL 2025 ShifCon: Enhancing Non-Dominant Language Capabilities with a Shift-based Multilingual Contrastive Framework ACL 2025 Should VLMs be Pre-trained with Image Data? ICLR 2025 Shouth NLP at SemEval-2025 Task 7: Multilingual Fact-Checking Retrieval Using Contrastive Learning SemEval 2025 Shy-hunyuan-MT at WMT25 General Machine Translation Shared Task EMNLP 2025 Similarity = Value? Consultation Value-Assessment and Alignment for Personalized Search EMNLP 2025 SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis EMNLP 2025 SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains NAACL 2025 Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction Representations CVPR 2025 Skill Expansion and Composition in Parameter Space ICLR 2025 SKIL: Semantic Keypoint Imitation Learning for Generalizable Data-efficient Manipulation RSS 2025 SKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models COLING 2025 skLEP: A Slovak General Language Understanding Benchmark ACL 2025 SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025 SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment COLING 2025 SleepSMC: Ubiquitous Sleep Staging via Supervised Multimodal Coordination ICLR 2025 SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion EMNLP 2025 SLM-SQL: An Exploration of Small Language Models for Text-to-SQL IJCNLP 2025 SlovakBabyLM: Replication of the BabyLM and Sample-efficient Pretraining for a Low-Resource Language EMNLP 2025 Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling ICLR 2025 Small Language Models in the Real World: Insights from Industrial Text Classification ACL 2025 SMART: Scalable Multilingual Approach for a Robust TOD System EMNLP 2025 Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning EMNLP 2025 SmolLab_SEU at BEA 2025 Shared Task: A Transformer-Based Framework for Multi-Track Pedagogical Evaluation of AI-Powered Tutors ACL 2025 Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation AAAI 2025