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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

FEditNet: Few-Shot Editing of Latent Semantics in GAN Spaces AAAI 2023
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related Features EMNLP 2023
Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation Extraction EMNLP 2023
WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia EMNLP 2023
Automated Few-Shot Classification with Instruction-Finetuned Language Models EMNLP 2023
APP: Adaptive Prototypical Pseudo-Labeling for Few-shot OOD Detection EMNLP 2023
2INER: Instructive and In-Context Learning on Few-Shot Named Entity Recognition EMNLP 2023
GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of Evidence EMNLP 2023
KAPALM: Knowledge grAPh enhAnced Language Models for Fake News Detection EMNLP 2023
Active Learning Principles for In-Context Learning with Large Language Models EMNLP 2023
Licon: A Diverse, Controllable and Challenging Linguistic Concept Learning Benchmark EMNLP 2023
Visual Elements Mining as Prompts for Instruction Learning for Target-Oriented Multimodal Sentiment Classification EMNLP 2023
TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding EMNLP 2023
SmartSpanNER: Making SpanNER Robust in Low Resource Scenarios EMNLP 2023
GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets EMNLP 2023
Few-shot Unified Question Answering: Tuning Models or Prompts? EMNLP 2023
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion EMNLP 2023
Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition EMNLP 2023
Text Classification via Large Language Models EMNLP 2023
On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval EMNLP 2023
Example-based Hypernetworks for Multi-source Adaptation to Unseen Domains EMNLP 2023
Estimating Large Language Model Capabilities without Labeled Test Data EMNLP 2023
CASSI: Contextual and Semantic Structure-based Interpolation Augmentation for Low-Resource NER EMNLP 2023
Exploring In-Context Learning for Knowledge Grounded Dialog Generation EMNLP 2023
Demystifying Prompts in Language Models via Perplexity Estimation EMNLP 2023