Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding Jun 19, 2023 Adversarial Robustness Few-Shot Learning
Code Code Available Channel-Spatial-Based Few-Shot Bird Sound Event Detection Jun 18, 2023 Event Detection Few-Shot Learning
— Unverified DocumentNet: Bridging the Data Gap in Document Pre-Training Jun 15, 2023 document understanding Entity Retrieval
— Unverified Exploring the MIT Mathematics and EECS Curriculum Using Large Language Models Jun 15, 2023 Electrical Engineering Few-Shot Learning
— Unverified Inductive Linear Probing for Few-shot Node Classification Jun 14, 2023 Classification Few-Shot Learning
— Unverified Improving Generalization in Meta-Learning via Meta-Gradient Augmentation Jun 14, 2023 Few-Shot Learning Memorization
Code Code Available Rethink the Effectiveness of Text Data Augmentation: An Empirical Analysis Jun 13, 2023 Data Augmentation Few-Shot Learning
— Unverified Domain-Aware Few-Shot Learning for Optical Coherence Tomography Noise Reduction Jun 13, 2023 Computational Efficiency Few-Shot Learning
— Unverified FLamE: Few-shot Learning from Natural Language Explanations Jun 13, 2023 Classification Few-Shot Learning
— Unverified Prompt-based Extraction of Social Determinants of Health Using Few-shot Learning Jun 12, 2023 Few-Shot Learning
— Unverified AraMUS: Pushing the Limits of Data and Model Scale for Arabic Natural Language Processing Jun 11, 2023 Few-Shot Learning
— Unverified Leveraging Large Language Models for Scalable Vector Graphics-Driven Image Understanding Jun 9, 2023 Few-Shot Learning image-classification
Code Code Available EMO: Episodic Memory Optimization for Few-Shot Meta-Learning Jun 8, 2023 Few-Shot Learning Meta-Learning
— Unverified CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud Jun 8, 2023 3D Object Classification 3D Point Cloud Classification
Code Code Available The ADAIO System at the BEA-2023 Shared Task on Generating AI Teacher Responses in Educational Dialogues Jun 8, 2023 Few-Shot Learning Response Generation
— Unverified A New Dataset and Empirical Study for Sentence Simplification in Chinese Jun 7, 2023 Few-Shot Learning Sentence
Code Code Available GSHOT: Few-shot Generative Modeling of Labeled Graphs Jun 6, 2023 Drug Discovery Few-Shot Learning
Code Code Available Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language Jun 5, 2023 Few-Shot Learning Inductive Learning
— Unverified Few Shot Rationale Generation using Self-Training with Dual Teachers Jun 5, 2023 Few-Shot Learning
— Unverified Retrieval-Enhanced Visual Prompt Learning for Few-shot Classification Jun 4, 2023 Classification Domain Generalization
— Unverified Analyzing Text Representations by Measuring Task Alignment May 31, 2023 Classification Clustering
— Unverified Catalysis distillation neural network for the few shot open catalyst challenge May 31, 2023 Computational chemistry Few-Shot Learning
— Unverified Measuring the Robustness of NLP Models to Domain Shifts May 31, 2023 Few-Shot Learning In-Context Learning
Code Code Available What does the Failure to Reason with "Respectively" in Zero/Few-Shot Settings Tell Us about Language Models? May 31, 2023 Common Sense Reasoning Few-Shot Learning
— Unverified Conceptual Design Generation Using Large Language Models May 30, 2023 Few-Shot Learning Prompt Engineering
Code Code Available SENet: A Spectral Filtering Approach to Represent Exemplars for Few-shot Learning May 30, 2023 Classification Few-Shot Learning
— Unverified Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning May 30, 2023 Few-Shot Learning Knowledge Graphs
— Unverified Improving Textless Spoken Language Understanding with Discrete Units as Intermediate Target May 29, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Adapting Language-Audio Models as Few-Shot Audio Learners May 28, 2023 Audio Classification Classification
— Unverified Transfer Learning for Power Outage Detection Task with Limited Training Data May 28, 2023 Few-Shot Learning Transfer Learning
— Unverified Instance-based Max-margin for Practical Few-shot Recognition May 27, 2023 Few-Shot Learning
— Unverified Parallel Corpus for Indigenous Language Translation: Spanish-Mazatec and Spanish-Mixtec May 27, 2023 Few-Shot Learning Machine Translation
Code Code Available ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation May 26, 2023 Abstract Meaning Representation Data Augmentation
Code Code Available On convex decision regions in deep network representations May 26, 2023 Few-Shot Learning
Code Code Available Zero-shot Approach to Overcome Perturbation Sensitivity of Prompts May 25, 2023 Classification Few-Shot Learning
Code Code Available LAraBench: Benchmarking Arabic AI with Large Language Models May 24, 2023 Benchmarking Few-Shot Learning
— Unverified A Survey of Diffusion Models in Natural Language Processing May 24, 2023 Few-Shot Learning Machine Translation
— Unverified Do prompt positions really matter? May 23, 2023 Few-Shot Learning Natural Language Understanding
Code Code Available Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering May 23, 2023 Fact Verification Few-Shot Learning
— Unverified Images in Language Space: Exploring the Suitability of Large Language Models for Vision & Language Tasks May 23, 2023 Few-Shot Learning Language Modeling
Code Code Available Active Learning Principles for In-Context Learning with Large Language Models May 23, 2023 Active Learning Diversity
— Unverified Are Large Language Models Robust Coreference Resolvers? May 23, 2023 coreference-resolution Coreference Resolution
Code Code Available A Rational Model of Dimension-reduced Human Categorization May 22, 2023 Few-Shot Learning model
— Unverified Automated Few-shot Classification with Instruction-Finetuned Language Models May 21, 2023 Classification Few-Shot Learning
Code Code Available A Weak Supervision Approach for Few-Shot Aspect Based Sentiment May 19, 2023 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
— Unverified HMSN: Hyperbolic Self-Supervised Learning by Clustering with Ideal Prototypes May 18, 2023 Clustering Few-Shot Learning
— Unverified MetaGAD: Meta Representation Adaptation for Few-Shot Graph Anomaly Detection May 18, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Large Language Models Leverage External Knowledge to Extend Clinical Insight Beyond Language Boundaries May 17, 2023 Clinical Knowledge Few-Shot Learning
— Unverified Exploring the Space of Key-Value-Query Models with Intention May 17, 2023 Deep Learning Few-Shot Learning
— Unverified CPL-NoViD: Context-Aware Prompt-based Learning for Norm Violation Detection in Online Communities May 16, 2023 Few-Shot Learning
Code Code Available 