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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

FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning IJCAI 2024
Disentangling Questions from Query Generation for Task-Adaptive Retrieval EMNLP 2024
Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction COLING 2024
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities EACL 2024
Findings of the Second BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora CONLL 2024
LLMeBench: A Flexible Framework for Accelerating LLMs Benchmarking EACL 2024
Multi-Attention Based Visual-Semantic Interaction for Few-Shot Learning IJCAI 2024
Distribution Shifts Are Bottlenecks: Extensive Evaluation for Grounding Language Models to Knowledge Bases EACL 2024
Few-Shot Keyword-Incremental Learning with Total Calibration INTERSPEECH 2024
HANS, are you clever? Clever Hans Effect Analysis of Neural Systems NAACL 2024
Automatic Classification of News Subjects in Broadcast News: Application to a Gender Bias Representation Analysis INTERSPEECH 2024
One-Shot Prompt for Language Variety Identification NAACL 2024
Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning NAACL 2024
A (More) Realistic Evaluation Setup for Generalisation of Community Models on Malicious Content Detection NAACL 2024
On the Effects of Data Scale on UI Control Agents NIPS 2024
Identifying Self-Disclosures of Use, Misuse and Addiction in Community-based Social Media Posts NAACL 2024
Contextual Pre-planning on Reward Machine Abstractions for Enhanced Transfer in Deep Reinforcement Learning AAAI 2024
Can GPT4 Detect Euphemisms across Multiple Languages? NAACL 2024
Strong Baselines for Parameter-Efficient Few-Shot Fine-Tuning AAAI 2024
ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models EACL 2024
Exploring Factual Entailment with NLI: A News Media Study NAACL 2024
In-Context Example Retrieval from Multi-Perspectives for Few-Shot Aspect-Based Sentiment Analysis COLING 2024
DeMuX: Data-efficient Multilingual Learning NAACL 2024
Concept Over Time Analysis: Unveiling Temporal Patterns for Qualitative Data Analysis NAACL 2024
Few-Shot Event Argument Extraction Based on a Meta-Learning Approach NAACL 2024