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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

MTCue: Learning Zero-Shot Control of Extra-Textual Attributes by Leveraging Unstructured Context in Neural Machine Translation ACL 2023
What In-Context Learning “Learns” In-Context: Disentangling Task Recognition and Task Learning ACL 2023
CoAug: Combining Augmentation of Labels and Labelling Rules ACL 2023
Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive Summarization ACL 2023
LMentry: A Language Model Benchmark of Elementary Language Tasks ACL 2023
Disfluency Generation for More Robust Dialogue Systems ACL 2023
Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt ACL 2023
Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation ACL 2023
Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction ACL 2023
With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages ACL 2023
Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios ACL 2023
Exploring the Effectiveness of Prompt Engineering for Legal Reasoning Tasks ACL 2023
“A Little is Enough”: Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation ACL 2023
Images in Language Space: Exploring the Suitability of Large Language Models for Vision & Language Tasks ACL 2023
Few-shot Spanish-Aymara Machine Translation Using English-Aymara Lexicon ACL 2023
Exploring Effectiveness of GPT-3 in Grammatical Error Correction: A Study on Performance and Controllability in Prompt-Based Methods ACL 2023
RETUYT-InCo at BEA 2023 Shared Task: Tuning Open-Source LLMs for Generating Teacher Responses ACL 2023
Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models ACL 2023
Cross-domain German Medical Named Entity Recognition using a Pre-Trained Language Model and Unified Medical Semantic Types ACL 2023
Medical knowledge-enhanced prompt learning for diagnosis classification from clinical text ACL 2023
Knowledge Graph-augmented Language Models for Complex Question Answering ACL 2023
Using Planning to Improve Semantic Parsing of Instructional Texts ACL 2023
Reasoning Circuits: Few-shot Multi-hop Question Generation with Structured Rationales ACL 2023
Can In-context Learners Learn a Reasoning Concept from Demonstrations? ACL 2023
IXA at SemEval-2023 Task 2: Baseline Xlm-Roberta-base Approach ACL 2023