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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Post-Correction of Historical Text Transcripts with Large Language Models: An Exploratory Study EACL 2024
ClusterCore at SemEval-2024 Task 7: Few Shot Prompting With Large Language Models for Numeral-Aware Headline Generation NAACL 2024
LMU-BioNLP at SemEval-2024 Task 2: Large Diverse Ensembles for Robust Clinical NLI NAACL 2024
A Few-Shot Multi-Accented Speech Classification for Indian Languages using Transformers and LLM’s Fine-Tuning Approaches EACL 2024
HSE NLP Team at MEDIQA-CORR 2024 Task: In-Prompt Ensemble with Entities and Knowledge Graph for Medical Error Correction NAACL 2024
EDEntail: An Entailment-based Few-shot Text Classification with Extensional Definition NAACL 2024
The Whole is Better than the Sum: Using Aggregated Demonstrations in In-Context Learning for Sequential Recommendation NAACL 2024
Bryndza at ClimateActivism 2024: Stance, Target and Hate Event Detection via Retrieval-Augmented GPT-4 and LLaMA EACL 2024
Narrowing the Gap between Zero- and Few-shot Machine Translation by Matching Styles NAACL 2024
Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models NAACL 2024
Self-training Strategies for Sentiment Analysis: An Empirical Study EACL 2024
AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation NIPS 2024
Leveraging LLMs for Dialogue Quality Measurement NAACL 2024
An Automatic Prompt Generation System for Tabular Data Tasks NAACL 2024
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators NAACL 2024
Cross-Task Generalization Abilities of Large Language Models NAACL 2024
UniAudio 1.5: Large Language Model-Driven Audio Codec is A Few-Shot Audio Task Learner NIPS 2024
Align Before Adapt: Leveraging Entity-to-Region Alignments for Generalizable Video Action Recognition CVPR 2024
KnowLab_AIMed at MEDIQA-CORR 2024: Chain-of-Though (CoT) prompting strategies for medical error detection and correction NAACL 2024
Edinburgh Clinical NLP at MEDIQA-CORR 2024: Guiding Large Language Models with Hints NAACL 2024
CPopQA: Ranking Cultural Concept Popularity by LLMs NAACL 2024
Clear Up Confusion: Advancing Cross-Domain Few-Shot Relation Extraction through Relation-Aware Prompt Learning NAACL 2024
Towards Fine-Grained Pedagogical Control over English Grammar Complexity in Educational Text Generation NAACL 2024
Exploring LLM Prompting Strategies for Joint Essay Scoring and Feedback Generation NAACL 2024
LLMs in Short Answer Scoring: Limitations and Promise of Zero-Shot and Few-Shot Approaches NAACL 2024