Few-Shot Learning

ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler COLING 2024 ImplicaTR: A Granular Dataset for Natural Language Inference and Pragmatic Reasoning in Turkish ACL 2024 Improving Few-Shot Cross-Domain Named Entity Recognition by Instruction Tuning a Word-Embedding based Retrieval Augmented Large Language Model EMNLP 2024 Improving Knowledge Extraction from LLMs for Task Learning through Agent Analysis AAAI 2024 Improving LLM-based KGQA for multi-hop Question Answering with implicit reasoning in few-shot examples ACL 2024 Improving Physics-Augmented Continuum Neural Radiance Field-Based Geometry-Agnostic System Identification with Lagrangian Particle Optimization CVPR 2024 In-Context Example Retrieval from Multi-Perspectives for Few-Shot Aspect-Based Sentiment Analysis COLING 2024 In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax NAACL 2024 In-Context Learning Learns Label Relationships but Is Not Conventional Learning ICLR 2024 In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models EMNLP 2024 In-Context Learning with Iterative Demonstration Selection EMNLP 2024 In-context Mixing (ICM): Code-mixed Prompts for Multilingual LLMs ACL 2024 In-Context Principle Learning from Mistakes ICML 2024 Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024 Instructor-inspired Machine Learning for Robust Molecular Property Prediction NeurIPS 2024 IntCoOp: Interpretability-Aware Vision-Language Prompt Tuning EMNLP 2024 Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models ACL 2024 Intervention extraction in preclinical animal studies of Alzheimer’s Disease: Enhancing regex performance with language model-based filtering ACL 2024 Investigating grammatical abstraction in language models using few-shot learning of novel noun gender EACL 2024 Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered Study COLING 2024 Is Programming by Example Solved by LLMs? NeurIPS 2024 Is Vanilla MLP in Neural Radiance Field Enough for Few-shot View Synthesis? CVPR 2024 Iterative Forward Tuning Boosts In-Context Learning in Language Models ACL 2024 It’s All Relative! – A Synthetic Query Generation Approach for Improving Zero-Shot Relevance Prediction NAACL 2024 JSI and WüNLP at the DIALECT-COPA Shared Task: In-Context Learning From Just a Few Dialectal Examples Gets You Quite Far NAACL 2024