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Transfer Learning

8078 directly classified papers

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Papers

LM-Searcher: Cross-domain Neural Architecture Search with LLMs via Unified Numerical Encoding EMNLP 2025
SelfRACG: Enabling LLMs to Self-Express and Retrieve for Code Generation EMNLP 2025
Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025
TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning EMNLP 2025
MAIN: Mutual Alignment Is Necessary for instruction tuning EMNLP 2025
DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition EMNLP 2025
Teaching Your Models to Understand Code via Focal Preference Alignment EMNLP 2025
MoLoRAG: Bootstrapping Document Understanding via Multi-modal Logic-aware Retrieval EMNLP 2025
Retrieval Enhanced Feedback via In-context Neural Error-book EMNLP 2025
MuCAL: Contrastive Alignment for Preference-Driven KG-to-Text Generation EMNLP 2025
Logits-Based Finetuning EMNLP 2025
STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment EMNLP 2025
CoEvo: Coevolution of LLM and Retrieval Model for Domain-Specific Information Retrieval EMNLP 2025
KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval EMNLP 2025
Extracting and Combining Abilities For Building Multi-lingual Ability-enhanced Large Language Models EMNLP 2025
Retrieval-augmented GUI Agents with Generative Guidelines EMNLP 2025
COAS2W: A Chinese Older-Adults Spoken-to-Written Transformation Corpus with Context Awareness EMNLP 2025
SQUAB: Evaluating LLM robustness to Ambiguous and Unanswerable Questions in Semantic Parsing EMNLP 2025
An Orthogonal High-Rank Adaptation for Large Language Models EMNLP 2025
RaDeR: Reasoning-aware Dense Retrieval Models EMNLP 2025
Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation EMNLP 2025
An Empirical Study on Strong-Weak Model Collaboration for Repo-level Code Generation EMNLP 2025
Priority on High-Quality: Selecting Instruction Data via Consistency Verification of Noise Injection EMNLP 2025
Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025
wavCSE: Learning Fixed-size Unified Speech Embeddings via Feature-based Multi-Task Learning AACL 2025