few-shot learning

Let’s Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models EMNLP 2023 Leveraging Large Language Models for Multiple Choice Question Answering ICLR 2023 LFS-GAN: Lifelong Few-Shot Image Generation ICCV 2023 Licon: A Diverse, Controllable and Challenging Linguistic Concept Learning Benchmark EMNLP 2023 Lifelong Language Pretraining with Distribution-Specialized Experts ICML 2023 LightClone: Speaker-guided Parallel Subnet Selection for Few-shot Voice Cloning Interspeech 2023 Limitations of Language Models in Arithmetic and Symbolic Induction ACL 2023 Linguistic representations for fewer-shot relation extraction across domains ACL 2023 LLM4Vis: Explainable Visualization Recommendation using ChatGPT EMNLP 2023 LLMaAA: Making Large Language Models as Active Annotators EMNLP 2023 LLM-driven Instruction Following: Progresses and Concerns EMNLP 2023 LMCap: Few-shot Multilingual Image Captioning by Retrieval Augmented Language Model Prompting ACL 2023 LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning ACL 2023 LMentry: A Language Model Benchmark of Elementary Language Tasks ACL 2023 LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning NeurIPS 2023 LoGoPrompt: Synthetic Text Images Can Be Good Visual Prompts for Vision-Language Models ICCV 2023 Low-Resource Comparative Opinion Quintuple Extraction by Data Augmentation with Prompting EMNLP 2023 Low-Resource Compositional Semantic Parsing with Concept Pretraining EACL 2023 “Low-Resource” Text Classification: A Parameter-Free Classification Method with Compressors ACL 2023 Low-shot Object Learning with Mutual Exclusivity Bias NeurIPS 2023 Machine Translation with Large Language Models: Prompting, Few-shot Learning, and Fine-tuning with QLoRA EMNLP 2023 Making Language Models Better Reasoners with Step-Aware Verifier ACL 2023 Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios ACL 2023 MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding CVPR 2023 Master: Meta Style Transformer for Controllable Zero-Shot and Few-Shot Artistic Style Transfer CVPR 2023