FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Aug 13, 2021 Data Augmentation Few-Shot Learning
Code Code Available Break, Perturb, Build: Automatic Perturbation of Reasoning Paths Through Question Decomposition Jul 29, 2021 Natural Language Understanding Reading Comprehension
Code Code Available Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural Networks Jul 21, 2021 Image Classification Natural Language Understanding
Code Code Available FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available Trusting RoBERTa over BERT: Insights from CheckListing the Natural Language Inference Task Jul 15, 2021 Natural Language Inference Natural Language Understanding
Code Code Available FaVIQ: FAct Verification from Information-seeking Questions Jul 5, 2021 Fact Checking Fact Verification
Code Code Available CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding Jul 1, 2021 Contrastive Learning Natural Language Understanding
Code Code Available Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Jun 16, 2021 Deep Learning Information Retrieval
Code Code Available Programming Puzzles Jun 10, 2021 Code Generation Natural Language Understanding
Code Code Available Text-to-SQL in the Wild: A Naturally-Occurring Dataset Based on Stack Exchange Data Jun 9, 2021 Natural Language Understanding Semantic Parsing
Code Code Available Relative Importance in Sentence Processing Jun 7, 2021 Natural Language Understanding Sentence
Code Code Available Event Time Extraction and Propagation via Graph Attention Networks Jun 1, 2021 Graph Attention Natural Language Understanding
Code Code Available KLUE: Korean Language Understanding Evaluation May 20, 2021 Dependency Parsing Dialogue State Tracking
Code Code Available News Headline Grouping as a Challenging NLU Task May 12, 2021 Natural Language Understanding
Code Code Available Towards General Natural Language Understanding with Probabilistic Worldbuilding May 6, 2021 Natural Language Understanding Question Answering
Code Code Available PanGu-α: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation Apr 26, 2021 Cloze (multi-choices) (Few-Shot) Cloze (multi-choices) (One-Shot)
Code Code Available X-METRA-ADA: Cross-lingual Meta-Transfer Learning Adaptation to Natural Language Understanding and Question Answering Apr 20, 2021 Cross-Lingual Transfer Meta-Learning
Code Code Available SciCo: Hierarchical Cross-Document Coreference for Scientific Concepts Apr 18, 2021 coreference-resolution Coreference Resolution
Code Code Available On the Importance of Effectively Adapting Pretrained Language Models for Active Learning Apr 16, 2021 Active Learning Natural Language Understanding
Code Code Available Empowering News Recommendation with Pre-trained Language Models Apr 15, 2021 Articles Natural Language Understanding
Code Code Available Lattice-BERT: Leveraging Multi-Granularity Representations in Chinese Pre-trained Language Models Apr 15, 2021 Natural Language Understanding Sentence
Code Code Available XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation Apr 15, 2021 Cross-Lingual Transfer Diagnostic
Code Code Available K-PLUG: Knowledge-injected Pre-trained Language Model for Natural Language Understanding and Generation in E-Commerce Apr 14, 2021 Decoder Knowledge Base Completion
Code Code Available Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach Apr 11, 2021 Machine Translation Natural Language Understanding
Code Code Available Intent Detection and Slot Filling for Vietnamese Apr 5, 2021 Intent Classification and Slot Filling Intent Detection
Code Code Available How Certain is Your Transformer? Apr 1, 2021 Natural Language Understanding Point Processes
Code Code Available Structure Inducing Pre-Training Mar 18, 2021 Descriptive Inductive Bias
Code Code Available Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling Mar 13, 2021 Natural Language Understanding slot-filling
Code Code Available Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little Data Mar 7, 2021 Decoder Empathetic Response Generation
Code Code Available Syntax-BERT: Improving Pre-trained Transformers with Syntax Trees Mar 7, 2021 Natural Language Understanding
Code Code Available Chess as a Testbed for Language Model State Tracking Feb 26, 2021 Game of Chess Language Modeling
Code Code Available Evolving Attention with Residual Convolutions Feb 20, 2021 image-classification Image Classification
Code Code Available Training Vision Transformers for Image Retrieval Feb 10, 2021 image-classification Image Classification
Code Code Available VisualMRC: Machine Reading Comprehension on Document Images Jan 27, 2021 Machine Reading Comprehension Natural Language Understanding
Code Code Available LSOIE: A Large-Scale Dataset for Supervised Open Information Extraction Jan 27, 2021 Diversity Natural Language Inference
Code Code Available RomeBERT: Robust Training of Multi-Exit BERT Jan 24, 2021 Natural Language Understanding
Code Code Available TextGNN: Improving Text Encoder via Graph Neural Network in Sponsored Search Jan 15, 2021 Graph Neural Network Natural Language Understanding
Code Code Available BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla Jan 1, 2021 Document Classification Language Modeling
Code Code Available K-PLUG: KNOWLEDGE-INJECTED PRE-TRAINED LANGUAGE MODEL FOR NATURAL LANGUAGE UNDERSTANDING AND GENERATION Jan 1, 2021 Chatbot Decoder
Code Code Available Robustness Testing of Language Understanding in Task-Oriented Dialog Dec 30, 2020 Data Augmentation Natural Language Understanding
Code Code Available UnNatural Language Inference Dec 30, 2020 Natural Language Inference Natural Language Understanding
Code Code Available Code Summarization with Structure-induced Transformer Dec 29, 2020 Code Summarization Graph Neural Network
Code Code Available MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining Dec 27, 2020 Mortality Prediction Natural Language Understanding
Code Code Available CSKG: The CommonSense Knowledge Graph Dec 21, 2020 Knowledge Graphs Natural Language Understanding
Code Code Available ParsiNLU: A Suite of Language Understanding Challenges for Persian Dec 11, 2020 Machine Translation Natural Language Inference
Code Code Available Infusing Finetuning with Semantic Dependencies Dec 10, 2020 Natural Language Understanding
Code Code Available Braid: Weaving Symbolic and Neural Knowledge into Coherent Logical Explanations Nov 26, 2020 Cloze Test Natural Language Understanding
Code Code Available GLGE: A New General Language Generation Evaluation Benchmark Nov 24, 2020 Natural Language Understanding Text Generation
Code Code Available Fact-level Extractive Summarization with Hierarchical Graph Mask on BERT Nov 19, 2020 Extractive Summarization Natural Language Understanding
Code Code Available A Sequence-to-Sequence Approach to Dialogue State Tracking Nov 18, 2020 Classification Decoder
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