Few-Shot Learning

ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction ICCV 2023 ImageNetVC: Zero- and Few-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories EMNLP 2023 impact of sample selection on in-context learning for entity extraction from scientific writing EMNLP 2023 Im-Promptu: In-Context Composition from Image Prompts NeurIPS 2023 Improving Cross-lingual Transfer through Subtree-aware Word Reordering EMNLP 2023 Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data NeurIPS 2023 Improving generalization in large langue model by learning prefix subspaces EMNLP 2023 Improving Small Footprint Few-shot Keyword Spotting with Supervision on Auxiliary Data Interspeech 2023 In-context Learning for Few-shot Multimodal Named Entity Recognition EMNLP 2023 In-context Learning of Large Language Models for Controlled Dialogue Summarization: A Holistic Benchmark and Empirical Analysis EMNLP 2023 Inferring and Leveraging Parts From Object Shape for Improving Semantic Image Synthesis CVPR 2023 InfoPrompt: Information-Theoretic Soft Prompt Tuning for Natural Language Understanding NeurIPS 2023 InstructExcel: A Benchmark for Natural Language Instruction in Excel EMNLP 2023 Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis ACL 2023 IntenDD: A Unified Contrastive Learning Approach for Intent Detection and Discovery EMNLP 2023 Intent Detection and Slot Filling for Home Assistants: Dataset and Analysis for Bangla and Sylheti EMNLP 2023 IXA at SemEval-2023 Task 2: Baseline Xlm-Roberta-base Approach SemEval 2023 JUAGE at SemEval-2023 Task 10: Parameter Efficient Classification SemEval 2023 Just Adjust One Prompt: Enhancing In-Context Dialogue Scoring via Constructing the Optimal Subgraph of Demonstrations and Prompts EMNLP 2023 KAPALM: Knowledge grAPh enhAnced Language Models for Fake News Detection EMNLP 2023 KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion EMNLP 2023 KnowComp Submission for WMT23 Word-Level AutoCompletion Task EMNLP 2023 KPT: Keyword-Guided Pre-training for Grounded Dialog Generation AAAI 2023 Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions ACL 2023 Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! EMNLP 2023