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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

Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection COLING 2024
Calibrating LLM-Based Evaluator COLING 2024
Enhancing Few-Shot Topic Classification with Verbalizers. a Study on Automatic Verbalizer and Ensemble Methods COLING 2024
Harnessing the Power of Large Language Model for Uncertainty Aware Graph Processing COLING 2024
How to Solve Few-Shot Abusive Content Detection Using the Data We Actually Have COLING 2024
Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences NAACL 2024
Effective and Efficient Conversation Retrieval for Dialogue State Tracking with Implicit Text Summaries NAACL 2024
Promptly Predicting Structures: The Return of Inference NAACL 2024
FPT: Feature Prompt Tuning for Few-shot Readability Assessment NAACL 2024
LLMs Are Few-Shot In-Context Low-Resource Language Learners NAACL 2024
Prompting Few-shot Multi-hop Question Generation via Comprehending Type-aware Semantics NAACL 2024
MasonTigers at SemEval-2024 Task 9: Solving Puzzles with an Ensemble of Chain-of-Thought Prompts NAACL 2024
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering EACL 2024
Like a Good Nearest Neighbor: Practical Content Moderation and Text Classification EACL 2024
LAraBench: Benchmarking Arabic AI with Large Language Models EACL 2024
IndiFoodVQA: Advancing Visual Question Answering and Reasoning with a Knowledge-Infused Synthetic Data Generation Pipeline EACL 2024
“Define Your Terms” : Enhancing Efficient Offensive Speech Classification with Definition EACL 2024
Improving Continual Few-shot Relation Extraction through Relational Knowledge Distillation and Prototype Augmentation COLING 2024
The unreasonable effectiveness of large language models for low-resource clause-level morphology: In-context generalization or prior exposure? NAACL 2024
UniBuc at SemEval-2024 Task 2: Tailored Prompting with Solar for Clinical NLI NAACL 2024
On the Limits of Multi-modal Meta-Learning with Auxiliary Task Modulation Using Conditional Batch Normalization NAACL 2024
Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation NAACL 2024
DaVinci at SemEval-2024 Task 9: Few-shot prompting GPT-3.5 for Unconventional Reasoning NAACL 2024
NLP at UC Santa Cruz at SemEval-2024 Task 5: Legal Answer Validation using Few-Shot Multi-Choice QA NAACL 2024
Few-TK: A Dataset for Few-shot Scientific Typed Keyphrase Recognition NAACL 2024