Transfer Learning

Forecasting Credit Ratings: A Case Study where Traditional Methods Outperform Generative LLMs COLING 2025 FOR: Finetuning for Object Level Open Vocabulary Image Retrieval WACV 2025 Fostering Digital Inclusion for Low-Resource Nigerian Languages: A Case Study of Igbo and Nigerian Pidgin NAACL 2025 Fraunhofer SIT at GenAI Detection Task 1: Adapter Fusion for AI-generated Text Detection COLING 2025 From Conversational Speech to Readable Text: Post-Processing Noisy Transcripts in a Low-Resource Setting NAACL 2025 From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning EMNLP 2025 From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts ACL 2025 From English to Second Language Mastery: Enhancing LLMs with Cross-Lingual Continued Instruction Tuning ACL 2025 FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025 From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration CVPR 2025 From Measurement to Mitigation: Exploring the Transferability of Debiasing Approaches to Gender Bias in Maltese Language Models ACL 2025 From Neurons to Semantics: Evaluating Cross-Linguistic Alignment Capabilities of Large Language Models via Neurons Alignment ACL 2025 From Priest to Doctor: Domain Adaptation for Low-Resource Neural Machine Translation COLING 2025 From RAG to Reality: Coarse-Grained Hallucination Detection via NLI Fine-Tuning ACL 2025 From Scarcity to Capability: Empowering Fake News Detection in Low-Resource Languages with LLMs COLING 2025 From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction ACL 2025 From Templates to Natural Language: Generalization Challenges in Instruction-Tuned LLMs for Spatial Reasoning IJCNLP 2025 From Tens of Hours to Tens of Thousands: Scaling Back-Translation for Speech Recognition EMNLP 2025 From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs NAACL 2025 Fully Test-Time Adaptation for Feature Decrement in Tabular Data IJCAI 2025 Function-to-Style Guidance of LLMs for Code Translation ICML 2025 Fuse Before Transfer: Knowledge Fusion for Heterogeneous Distillation ICCV 2025 G2PDiffusion: Cross-Species Genotype-to-Phenotype Prediction via Evolutionary Diffusion ICCV 2025 GAIfE: Using GenAI to Improve Literacy in Low-resourced Settings NAACL 2025 GAVEL: Generative Attribute-Value Extraction Using LLMs on LLM-Augmented Datasets NAACL 2025