conftrace_

few-shot learning

3390 papers

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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

Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? ACL 2023

AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification EMNLP 2023

Continual Dialogue State Tracking via Example-Guided Question Answering EMNLP 2023

Unifying Cross-Lingual Transfer across Scenarios of Resource Scarcity EMNLP 2023

A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine Translation EMNLP 2023

The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning EMNLP 2023

BLESS: Benchmarking Large Language Models on Sentence Simplification EMNLP 2023

SAGEViz: SchemA GEneration and Visualization EMNLP 2023

Retrofitting Light-weight Language Models for Emotions using Supervised Contrastive Learning EMNLP 2023

s-Adaptive Decoupled Prototype for Few-Shot Object Detection ICCV 2023

ProtoShotXAI: Using Prototypical Few-Shot Architecture for Explainable AI JMLR 2023

GEMS: Generating Efficient Meta-Subnets WACV 2023

The Skipped Beat: A Study of Sociopragmatic Understanding in LLMs for 64 Languages EMNLP 2023

Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models EMNLP 2023

ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought EMNLP 2023

FinePrompt: Unveiling the Role of Finetuned Inductive Bias on Compositional Reasoning in GPT-4 EMNLP 2023

Low-Resource Comparative Opinion Quintuple Extraction by Data Augmentation with Prompting EMNLP 2023

Frugal Prompting for Dialog Models EMNLP 2023

Finding Support Examples for In-Context Learning EMNLP 2023

Demystifying Prompts in Language Models via Perplexity Estimation EMNLP 2023

Let’s Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models EMNLP 2023

InheritSumm: A General, Versatile and Compact Summarizer by Distilling from GPT EMNLP 2023

Can ChatGPT Perform Reasoning Using the IRAC Method in Analyzing Legal Scenarios Like a Lawyer? EMNLP 2023

Style-Aware Radiology Report Generation with RadGraph and Few-Shot Prompting EMNLP 2023

Cache me if you Can: an Online Cost-aware Teacher-Student framework to Reduce the Calls to Large Language Models EMNLP 2023