Asking Questions the Human Way: Scalable Question-Answer Generation from Text Corpus Jan 27, 2020 Answer Generation Chatbot
Code Code Available Retrospective Reader for Machine Reading Comprehension Jan 27, 2020 Machine Reading Comprehension Question Answering
Code Code Available ManyModalQA: Modality Disambiguation and QA over Diverse Inputs Jan 22, 2020 Question Answering Transfer Learning
Code Code Available Schema2QA: High-Quality and Low-Cost Q&A Agents for the Structured Web Jan 16, 2020 Question Answering Semantic Parsing
Code Code Available Fine-grained Image Classification and Retrieval by Combining Visual and Locally Pooled Textual Features Jan 14, 2020 Classification Diversity
Code Code Available In Defense of Grid Features for Visual Question Answering Jan 10, 2020 Image Captioning Question Answering
Code Code Available Side-Tuning: A Baseline for Network Adaptation via Additive Side Networks Dec 31, 2019 Imitation Learning Incremental Learning
Code Code Available T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted Attack Dec 22, 2019 Adversarial Attack Adversarial Text
Code Code Available Differentiable Reasoning on Large Knowledge Bases and Natural Language Dec 17, 2019 Link Prediction Question Answering
Code Code Available PIQA: Reasoning about Physical Commonsense in Natural Language Nov 26, 2019 Articles Common Sense Reasoning
Code Code Available Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering Nov 24, 2019 Question Answering Retrieval
Code Code Available Inductive Relation Prediction by Subgraph Reasoning Nov 16, 2019 Graph Embedding Graph Neural Network
Code Code Available Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering Nov 10, 2019 Natural Questions Open-Domain Question Answering
Code Code Available Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering Nov 7, 2019 Dialogue State Tracking Domain Adaptation
Code Code Available Contextualized Sparse Representations for Real-Time Open-Domain Question Answering Nov 7, 2019 Information Retrieval Open-Domain Question Answering
Code Code Available BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension Oct 29, 2019 Abstractive Text Summarization Decoder
Code Code Available MLQA: Evaluating Cross-lingual Extractive Question Answering Oct 16, 2019 Articles Extractive Question-Answering
Code Code Available DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Oct 2, 2019 Hate Speech Detection Knowledge Distillation
Code Code Available Overcoming Data Limitation in Medical Visual Question Answering Sep 26, 2019 Denoising Medical Visual Question Answering
Code Code Available Reducing Transformer Depth on Demand with Structured Dropout Sep 25, 2019 Language Modeling Language Modelling
Code Code Available UNITER: UNiversal Image-TExt Representation Learning Sep 25, 2019 Image-text matching Image-text Retrieval
Code Code Available Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space Sep 17, 2019 Graph Embedding Knowledge Graph Completion
Code Code Available PubMedQA: A Dataset for Biomedical Research Question Answering Sep 13, 2019 Question Answering
Code Code Available How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations Sep 11, 2019 Question Answering
Code Code Available Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Sep 9, 2019 Natural Language Inference Question Answering
Code Code Available Neural Attentive Bag-of-Entities Model for Text Classification Sep 3, 2019 Classification General Classification
Code Code Available Interactive Language Learning by Question Answering Aug 28, 2019 Deep Reinforcement Learning Machine Reading Comprehension
Code Code Available VL-BERT: Pre-training of Generic Visual-Linguistic Representations Aug 22, 2019 Image-text matching Language Modelling
Code Code Available LXMERT: Learning Cross-Modality Encoder Representations from Transformers Aug 20, 2019 Language Modeling Language Modelling
Code Code Available VideoNavQA: Bridging the Gap between Visual and Embodied Question Answering Aug 14, 2019 Embodied Question Answering Question Answering
Code Code Available ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Aug 6, 2019 Image Retrieval Question Answering
Code Code Available Overview of the MEDIQA 2019 Shared Task on Textual Inference, Question Entailment and Question Answering Aug 1, 2019 Information Retrieval Natural Language Inference
Code Code Available RoBERTa: A Robustly Optimized BERT Pretraining Approach Jul 26, 2019 Common Sense Reasoning Document Image Classification
Code Code Available WinoGrande: An Adversarial Winograd Schema Challenge at Scale Jul 24, 2019 Common Sense Reasoning Coreference Resolution
Code Code Available ELI5: Long Form Question Answering Jul 22, 2019 Form Language Modeling
Code Code Available XQA: A Cross-lingual Open-domain Question Answering Dataset Jul 1, 2019 Machine Translation Open-Domain Question Answering
Code Code Available XLNet: Generalized Autoregressive Pretraining for Language Understanding Jun 19, 2019 Audio Question Answering Chinese Reading Comprehension
Code Code Available Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA Jun 17, 2019 Multi-hop Question Answering Question Answering
Code Code Available Interconnected Question Generation with Coreference Alignment and Conversation Flow Modeling Jun 17, 2019 Question Answering Question Generation
Code Code Available Latent Retrieval for Weakly Supervised Open Domain Question Answering Jun 1, 2019 Information Retrieval Open-Domain Question Answering
Code Code Available Scene Text Visual Question Answering May 31, 2019 Question Answering Visual Question Answering
Code Code Available OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge May 31, 2019 object-detection Object Detection
Code Code Available BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions May 24, 2019 Question Answering Reading Comprehension
Code Code Available Dynamically Fused Graph Network for Multi-hop Reasoning May 16, 2019 Question Answering
Code Code Available Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain Adaptation Apr 16, 2019 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Large Batch Optimization for Deep Learning: Training BERT in 76 minutes Apr 1, 2019 Question Answering Stochastic Optimization
Code Code Available Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective Mar 27, 2019 Graph Embedding Knowledge Graph Embedding
Code Code Available Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases Mar 6, 2019 Information Retrieval Knowledge Base Question Answering
Code Code Available Lattice CNNs for Matching Based Chinese Question Answering Feb 25, 2019 Diversity Question Answering
Code Code Available GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering Feb 25, 2019 Question Answering Visual Question Answering (VQA)
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