Few-Shot Learning

TFM^2: Training-Free Mask Matching for Open-Vocabulary Semantic Segmentation WACV 2025 The contribution of LLMs to relation extraction in the economic field COLING 2025 The Parables of the Mustard Seed and the Yeast: Extremely Low-Budget, High-Performance Nighttime Semantic Segmentation AAAI 2025 THREAD: Thinking Deeper with Recursive Spawning NAACL 2025 Towards LLMs Robustness to Changes in Prompt Format Styles NAACL 2025 Towards Open-Ended Discovery for Low-Resource NLP EMNLP 2025 TriLLaMa at CQs-Gen 2025: A Two-Stage LLM-Based System for Critical Question Generation ACL 2025 Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning CVPR 2025 TrojanWave: Exploiting Prompt Learning for Stealthy Backdoor Attacks on Large Audio-Language Models EMNLP 2025 Trokens: Semantic-Aware Relational Trajectory Tokens for Few-Shot Action Recognition ICCV 2025 TS-CLIP: Time Series Understanding by CLIP EMNLP 2025 TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025 TypedThinker: Diversify Large Language Model Reasoning with Typed Thinking ICLR 2025 UCSP Submission to the AmericasNLP 2025 Shared Task NAACL 2025 UCS-SQL: Uniting Content and Structure for Enhanced Semantic Bridging In Text-to-SQL ACL 2025 Understanding In-Context Machine Translation for Low-Resource Languages: A Case Study on Manchu ACL 2025 Understanding Personal Concept in Open-Vocabulary Semantic Segmentation ICCV 2025 Uniandes at TSAR 2025 Shared Task Multi-Agent CEFR Text Simplification with Automated Quality Assessment and Iterative Refinement EMNLP 2025 UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection CVPR 2025 Unknown Text Learning for CLIP-based Few-Shot Open-set Recognition ICCV 2025 Unlocking LLM Safeguards for Low-Resource Languages via Reasoning and Alignment with Minimal Training Data EMNLP 2025 Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025 UPP: Unified Point-Level Prompting for Robust Point Cloud Analysis ICCV 2025 Using LLMs to Advance Idiom Corpus Construction NAACL 2025 UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting ACL 2025