Few-Shot Learning

Clustering-based Sampling for Few-Shot Cross-Domain Keyphrase Extraction EACL 2024 CO3: Low-resource Contrastive Co-training for Generative Conversational Query Rewrite COLING 2024 Code Models are Zero-shot Precondition Reasoners NAACL 2024 Code-Style In-Context Learning for Knowledge-Based Question Answering AAAI 2024 Collaborative Consortium of Foundation Models for Open-World Few-Shot Learning AAAI 2024 CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving NAACL 2024 Compositional Few-Shot Class-Incremental Learning ICML 2024 Concept Over Time Analysis: Unveiling Temporal Patterns for Qualitative Data Analysis NAACL 2024 ConCon-Chi: Concept-Context Chimera Benchmark for Personalized Vision-Language Tasks CVPR 2024 Conjoin after Decompose: Improving Few-Shot Performance of Named Entity Recognition COLING 2024 Consistent Optimal Transport with Empirical Conditional Measures AISTATS 2024 Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge Graphs EMNLP 2024 Context-Aware Meta-Learning ICLR 2024 Continual Few-shot Event Detection via Hierarchical Augmentation Networks COLING 2024 Continuous Attentive Multimodal Prompt Tuning for Few-Shot Multimodal Sarcasm Detection CoNLL 2024 Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation ACL 2024 Cost-Efficient Subjective Task Annotation and Modeling through Few-Shot Annotator Adaptation EMNLP 2024 CoverICL: Selective Annotation for In-Context Learning via Active Graph Coverage EMNLP 2024 CPopQA: Ranking Cultural Concept Popularity by LLMs NAACL 2024 Crafting In-context Examples according to LMs’ Parametric Knowledge NAACL 2024 Critical Questions Generation: Motivation and Challenges CoNLL 2024 Cross-Domain Few-Shot Incremental Learning for Point-Cloud Recognition WACV 2024 Cross-lingual Back-Parsing: Utterance Synthesis from Meaning Representation for Zero-Resource Semantic Parsing EMNLP 2024 Cross-Lingual Learning vs. Low-Resource Fine-Tuning: A Case Study with Fact-Checking in Turkish COLING 2024 Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024