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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

Exact Fusion via Feature Distribution Matching for Few-shot Image Generation CVPR 2024
SELM: Enhancing Speech Emotion Recognition for Out-of-Domain Scenarios INTERSPEECH 2024
Chem-FINESE: Validating Fine-Grained Few-shot Entity Extraction through Text Reconstruction EACL 2024
Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler COLING 2024
Rethinking Skill Extraction in the Job Market Domain using Large Language Models EACL 2024
The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks EACL 2024
Homology Consistency Constrained Efficient Tuning for Vision-Language Models NIPS 2024
Few-Shot Multimodal Named Entity Recognition Based on Mutlimodal Causal Intervention Graph COLING 2024
Still All Greeklish to Me: Greeklish to Greek Transliteration COLING 2024
Few-Shot Neural Radiance Fields under Unconstrained Illumination AAAI 2024
Evaluating ChatGPT’s Ability to Detect Hate Speech in Turkish Tweets EACL 2024
Prompting-based Synthetic Data Generation for Few-Shot Question Answering COLING 2024
Target-Adaptive Consistency Enhanced Prompt-Tuning for Multi-Domain Stance Detection COLING 2024
TECA: A Two-stage Approach with Controllable Attention Soft Prompt for Few-shot Nested Named Entity Recognition COLING 2024
Teaching Large Language Models to Translate on Low-resource Languages with Textbook Prompting COLING 2024
Investigating Large Language Models for Complex Word Identification in Multilingual and Multidomain Setups EMNLP 2024
Investigating grammatical abstraction in language models using few-shot learning of novel noun gender EACL 2024
Enhancing Lexical Complexity Prediction through Few-shot Learning with Gpt-3 COLING 2024
OpenT2T: An Open-Source Toolkit for Table-to-Text Generation EMNLP 2024
Improving Few-Shot Cross-Domain Named Entity Recognition by Instruction Tuning a Word-Embedding based Retrieval Augmented Large Language Model EMNLP 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models ACL 2024
Language Models can Exploit Cross-Task In-context Learning for Data-Scarce Novel Tasks ACL 2024
Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques ACL 2024
Label-Efficient Few-Shot Semantic Segmentation with Unsupervised Meta-Training AAAI 2024