few-shot learning

Data-efficient end-to-end Information Extraction for Statistical Legal Analysis EMNLP 2022 Dataset Debt in Biomedical Language Modeling ACL 2022 Decomposed Meta-Learning for Few-Shot Named Entity Recognition ACL 2022 Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation NeurIPS 2022 Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning NeurIPS 2022 Deep Vanishing Point Detection: Geometric Priors Make Dataset Variations Vanish CVPR 2022 DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce ACL 2022 Dependency-aware Prototype Learning for Few-shot Relation Classification COLING 2022 DESED: Dialogue-based Explanation for Sentence-level Event Detection COLING 2022 Detecting Dissonant Stance in Social Media: The Role of Topic Exposure EMNLP 2022 Detecting Tear Gas Canisters With Limited Training Data WACV 2022 DETReg: Unsupervised Pretraining With Region Priors for Object Detection CVPR 2022 Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking ACL 2022 Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022 Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners ICLR 2022 Distributionally robust weighted k-nearest neighbors NeurIPS 2022 DMN4: Few-Shot Learning via Discriminative Mutual Nearest Neighbor Neural Network AAAI 2022 Does GPT-3 Generate Empathetic Dialogues? A Novel In-Context Example Selection Method and Automatic Evaluation Metric for Empathetic Dialogue Generation COLING 2022 Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022 Does Utterance entails Intent?: Evaluating Natural Language Inference Based Setup for Few-Shot Intent Detection Interspeech 2022 Domain Agnostic Few-shot Learning for Speaker Verification Interspeech 2022 Don’t Stop Fine-Tuning: On Training Regimes for Few-Shot Cross-Lingual Transfer with Multilingual Language Models EMNLP 2022 Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches CVPR 2022 Do Prompt-Based Models Really Understand the Meaning of Their Prompts? NAACL 2022 DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction COLING 2022