Prompt-free and Efficient Language Model Fine-Tuning Dec 2, 2021 Few-Shot Learning Language Modeling
— Unverified Unsupervised Law Article Mining based on Deep Pre-Trained Language Representation Models with Application to the Italian Civil Code Dec 2, 2021 Articles Attribute
— Unverified PartImageNet: A Large, High-Quality Dataset of Parts Dec 2, 2021 Activity Recognition Few-Shot Learning
Code Code Available POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples NeurIPS 2021 Dec 1, 2021 Few-Shot Learning
Code Code Available Ranking Distance Calibration for Cross-Domain Few-Shot Learning Dec 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified MDFM: Multi-Decision Fusing Model for Few-Shot Learning Dec 1, 2021 Few-Shot Learning
— Unverified Re-ranking for image retrieval and transductive few-shot classification Dec 1, 2021 Classification Few-Shot Learning
— Unverified Think Big, Teach Small: Do Language Models Distil Occam’s Razor? Dec 1, 2021 Few-Shot Learning Open-Ended Question Answering
Code Code Available Learning to Learn Dense Gaussian Processes for Few-Shot Learning Dec 1, 2021 Few-Shot Learning Gaussian Processes
— Unverified Statistically and Computationally Efficient Linear Meta-representation Learning Dec 1, 2021 Few-Shot Learning Representation Learning
— Unverified True Few-Shot Learning with Prompts -- A Real-World Perspective Nov 26, 2021 Few-Shot Learning
— Unverified Deep Representation Learning with an Information-theoretic Loss Nov 25, 2021 Anomaly Detection Few-Shot Learning
— Unverified Coarse-To-Fine Incremental Few-Shot Learning Nov 24, 2021 class-incremental learning Class Incremental Learning
Code Code Available Deep metric learning improves lab of origin prediction of genetically engineered plasmids Nov 24, 2021 Few-Shot Learning Metric Learning
— Unverified Few-shot Named Entity Recognition with Cloze Questions Nov 24, 2021 Few-Shot Learning named-entity-recognition
— Unverified Reinforcement Learning for Few-Shot Text Generation Adaptation Nov 22, 2021 Diversity Domain Adaptation
Code Code Available Adaptive Transfer Learning: a simple but effective transfer learning Nov 22, 2021 Few-Shot Learning Transfer Learning
— Unverified ShufaNet: Classification method for calligraphers who have reached the professional level Nov 22, 2021 Classification Few-Shot Learning
— Unverified Prompt Combines Paraphrase: Enhancing Biomedical “Pre-training, Prompt and Predicting” Models by Explaining Rare Biomedical Concepts Nov 16, 2021 Few-Shot Learning
— Unverified On the Multilingual Capabilities of Very Large-Scale English Language Models Nov 16, 2021 Extractive Question-Answering Few-Shot Learning
— Unverified Empirical Evaluation of Topic Zero- and Few-Shot Learning for Stance Dissonance Detection Nov 16, 2021 Few-Shot Learning Stance Detection
— Unverified POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection Nov 16, 2021 Articles Few-Shot Learning
— Unverified Towards Unified Prompt Tuning for Few-shot Learning Nov 16, 2021 Few-Shot Learning Language Modeling
— Unverified Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German Nov 16, 2021 Few-Shot Learning Word Embeddings
— Unverified Learning to Learn Recognising Biomedical Entities from Multiple Domains with Task Hardness Nov 16, 2021 Domain Adaptation Few-Shot Learning
— Unverified Inverse is Better! Fast and Accurate Prompt for Slot Tagging Nov 16, 2021 Few-Shot Learning Prediction
— Unverified NSP-NER: A Prompt-based Learner for Few-shot NER Driven by Next Sentence Prediction Nov 16, 2021 Few-Shot Learning Few-shot NER
— Unverified Making Small Language Models Better Few-Shot Learners Nov 16, 2021 Few-Shot Learning Knowledge Distillation
— Unverified Few-Shot Knowledge Graph Completion with Data Fusion and Augmentation Nov 16, 2021 Few-Shot Learning Knowledge Graph Completion
— Unverified Bi-Matching Mechanism to Combat the Long Tail of Word Sense Disambiguation Nov 16, 2021 Few-Shot Learning Word Sense Disambiguation
Code Code Available Can Explanations Be Useful for Calibrating Black Box Models? Nov 16, 2021 Extractive Question-Answering Few-Shot Learning
— Unverified Cross-domain Named Entity Recognition via Graph Matching Nov 16, 2021 Cross-Domain Named Entity Recognition Few-Shot Learning
— Unverified Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models Nov 16, 2021 Few-Shot Learning
— Unverified Prompt-Guided Few-Shot Event Detection Nov 16, 2021 Event Detection Event Extraction
— Unverified Meta-Adapter: Parameter Efficient Few-Shot Learning through Meta-Learning Nov 16, 2021 Few-Shot Learning Meta-Learning
— Unverified UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis Nov 16, 2021 Few-Shot Learning Meta-Learning
— Unverified Prototypical Verbalizer for Prompt-based Few-shot Tuning Nov 16, 2021 Contrastive Learning Entity Typing
— Unverified Few-shot Named Entity Recognition with Joint Token and Sentence Awareness Nov 16, 2021 Few-Shot Learning Few-shot NER
— Unverified A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification Nov 16, 2021 Few-Shot Learning Few-Shot Text Classification
— Unverified CoLLIE: Continual Learning of Language Grounding from Language-Image Embeddings Nov 15, 2021 Continual Learning Few-Shot Learning
Code Code Available Zero-Shot Learning in Named-Entity Recognition with External Knowledge Nov 15, 2021 Few-Shot Learning named-entity-recognition
Code Code Available Scaling ASR Improves Zero and Few Shot Learning Nov 10, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Feature Generation for Long-tail Classification Nov 10, 2021 Classification Few-Shot Learning
Code Code Available "Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer Nov 8, 2021 Few-Shot Learning Meta Reinforcement Learning
Code Code Available Enhancing Prototypical Few-Shot Learning by Leveraging the Local-Level Strategy Nov 8, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning Nov 8, 2021 feature selection Few-Shot Learning
Code Code Available Crowdsourcing with Meta-Workers: A New Way to Save the Budget Nov 7, 2021 Few-Shot Learning image-classification
— Unverified CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Nov 4, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available An Explanation of In-context Learning as Implicit Bayesian Inference Nov 3, 2021 Few-Shot Learning In-Context Learning
Code Code Available LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Nov 3, 2021 Few-Shot Learning
Code Code Available 