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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Flatness-Aware Prompt Selection Improves Accuracy and Sample Efficiency EMNLP 2023
Style-Aware Radiology Report Generation with RadGraph and Few-Shot Prompting EMNLP 2023
Evaluating ChatGPT and Bard AI on Arabic Sentiment Analysis EMNLP 2023
Hyperbolic Graph Neural Networks at Scale: A Meta Learning Approach NIPS 2023
Task-aware Adaptive Learning for Cross-domain Few-shot Learning ICCV 2023
OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression NIPS 2022
Few-shot Query-Focused Summarization with Prefix-Merging EMNLP 2022
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning NIPS 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners NIPS 2022
PointCLIP: Point Cloud Understanding by CLIP CVPR 2022
A Human-machine Interface for Few-shot Rule Synthesis for Information Extraction NAACL 2022
CardiffNLP-Metaphor at SemEval-2022 Task 2: Targeted Fine-tuning of Transformer-based Language Models for Idiomaticity Detection NAACL 2022
Simple Questions Generate Named Entity Recognition Datasets EMNLP 2022
Bi-Directional Iterative Prompt-Tuning for Event Argument Extraction EMNLP 2022
PRO-CS : An Instance-Based Prompt Composition Technique for Code-Switched Tasks EMNLP 2022
A Systematic Investigation of Commonsense Knowledge in Large Language Models EMNLP 2022
Data-efficient end-to-end Information Extraction for Statistical Legal Analysis EMNLP 2022
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning NAACL 2022
Minimally-Supervised Relation Induction from Pre-trained Language Model NAACL 2022
ConnPrompt: Connective-cloze Prompt Learning for Implicit Discourse Relation Recognition COLING 2022
A Closer Look at Few-Shot Out-of-Distribution Intent Detection COLING 2022
LEA: Meta Knowledge-Driven Self-Attentive Document Embedding for Few-Shot Text Classification NAACL 2022
Zero-shot Learning for Grapheme to Phoneme Conversion with Language Ensemble ACL 2022
Adaptive Poincaré Point to Set Distance for Few-Shot Classification AAAI 2022
Inductive Relation Prediction by BERT AAAI 2022