few-shot learning

3390 papers

Explore in graph

Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

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

PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning ACL 2024

Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers ACL 2024

Challenges in End-to-End Policy Extraction from Climate Action Plans ACL 2024

SportQA: A Benchmark for Sports Understanding in Large Language Models NAACL 2024

Few-shot Question Generation for Reading Comprehension ACL 2024

TLab at #SMM4H 2024: Retrieval-Augmented Generation for ADE Extraction and Normalization ACL 2024

CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving NAACL 2024

Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples ACL 2024

Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation ACL 2024

X-Shot: A Unified System to Handle Frequent, Few-shot and Zero-shot Learning Simultaneously in Classification ACL 2024

Iterative Forward Tuning Boosts In-Context Learning in Language Models ACL 2024

Empirical Analysis of Dialogue Relation Extraction with Large Language Models IJCAI 2024

Sentiment Analysis in the Era of Large Language Models: A Reality Check NAACL 2024

SafetyBench: Evaluating the Safety of Large Language Models ACL 2024

Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration CVPR 2024

Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation NIPS 2024

Generate Like Experts: Multi-Stage Font Generation by Incorporating Font Transfer Process into Diffusion Models CVPR 2024

Team NLPeers at Chemotimelines 2024: Evaluation of two timeline extraction methods, can generative LLM do it all or is smaller model fine-tuning still relevant ? NAACL 2024

Label-Aware Automatic Verbalizer for Few-Shot Text Classification in Mid-To-Low Resource Languages ACL 2024

Fast Randomized Low-Rank Adaptation of Pre-trained Language Models with PAC Regularization ACL 2024

Towards Fine-Grained Pedagogical Control over English Grammar Complexity in Educational Text Generation NAACL 2024

UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation EMNLP 2024

Towards Low-Resource Harmful Meme Detection with LMM Agents EMNLP 2024

Assessing Student Explanations with Large Language Models Using Fine-Tuning and Few-Shot Learning NAACL 2024

LLaMA-Based Models for Aspect-Based Sentiment Analysis ACL 2024