few-shot learning

Improving Dialogue State Tracking through Combinatorial Search for In-Context Examples ACL 2025 Improving Generalization in Meta-Learning via Meta-Gradient Augmentation IJCAI 2025 Improving Large Language Model Planning with Action Sequence Similarity ICLR 2025 Improving Multilingual Speech Models on ML-SUPERB 2.0: Fine-tuning with Data Augmentation and LID-Aware CTC Interspeech 2025 Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025 In-context Time Series Predictor ICLR 2025 Incorporating Lexicon-Aligned Prompting in Large Language Model for Tangut–Chinese Translation NAACL 2025 Incremental Few-Shot Semantic Segmentation via Multi-Level Switchable Visual Prompts ICCV 2025 Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning NAACL 2025 Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025 InsTaG: Learning Personalized 3D Talking Head from Few-Second Video CVPR 2025 InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications EMNLP 2025 Instance Relation Learning Network with Label Knowledge Propagation for Few-shot Multi-label Intent Detection IJCAI 2025 Instant Policy: In-Context Imitation Learning via Graph Diffusion ICLR 2025 Instruct Where the Model Fails: Generative Data Augmentation via Guided Self-contrastive Fine-tuning AAAI 2025 Integrating Expert Labels into LLM-based Emission Goal Detection: Example Selection vs Automatic Prompt Design ACL 2025 Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification CVPR 2025 Investigating Adapters for Parameter-efficient Low-resource Automatic Speech Recognition NAACL 2025 Investigating How Pre-training Data Leakage Affects Models’ Reproduction and Detection Capabilities EMNLP 2025 Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions EMNLP 2025 Investigating the Reasoning Abilities of Large Language Models for Understanding Spoken Language in Interpersonal Interactions Interspeech 2025 IRUEX: A Study on Large Language Models Problem-Solving Skills in Iran’s University Entrance Exam COLING 2025 Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement ACL 2025 Is this Chatbot Trying to Sell Something? Towards Oversight of Chatbot Sales Tactics EMNLP 2025 Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025