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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning NAACL 2024
Using Large Language Models to Assess Young Students’ Writing Revisions NAACL 2024
EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning NAACL 2024
Generate Universal Adversarial Perturbations for Few-Shot Learning NIPS 2024
Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs NIPS 2024
HBUT at #SMM4H 2024 Task2: Cross-lingual Few-shot Medical Entity Extraction using a Large Language Model ACL 2024
Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue EMNLP 2024
A Novel Three-stage Framework for Few-shot Named Entity Recognition COLING 2024
HyperMR: Hyperbolic Hypergraph Multi-hop Reasoning for Knowledge-based Visual Question Answering COLING 2024
A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification IJCAI 2024
Mixture of Experts Meets Prompt-Based Continual Learning NIPS 2024
Assessing Student Explanations with Large Language Models Using Fine-Tuning and Few-Shot Learning NAACL 2024
Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning ACL 2024
Prompting Explicit and Implicit Knowledge for Multi-hop Question Answering Based on Human Reading Process COLING 2024
Few-Shot Multimodal Named Entity Recognition Based on Mutlimodal Causal Intervention Graph COLING 2024
A (More) Realistic Evaluation Setup for Generalisation of Community Models on Malicious Content Detection NAACL 2024
A Coarse-to-Fine Prototype Learning Approach for Multi-Label Few-Shot Intent Detection EMNLP 2024
NLP at UC Santa Cruz at SemEval-2024 Task 5: Legal Answer Validation using Few-Shot Multi-Choice QA SEMEVAL 2024
CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving NAACL 2024
DaVinci at SemEval-2024 Task 9: Few-shot prompting GPT-3.5 for Unconventional Reasoning SEMEVAL 2024
With a Little Help from Language: Semantic Enhanced Visual Prototype Framework for Few-Shot Learning IJCAI 2024
A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation NIPS 2024
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction EMNLP 2024
PokeMQA: Programmable knowledge editing for Multi-hop Question Answering ACL 2024
EM_Mixers at MEDIQA-CORR 2024: Knowledge-Enhanced Few-Shot In-Context Learning for Medical Error Detection and Correction NAACL 2024