SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

Showing 91019150 of 10817 papers

TitleStatusHype
Generalized Hadamard-Product Fusion Operators for Visual Question Answering0
Pay More Attention - Neural Architectures for Question-Answering0
Simple Large-scale Relation Extraction from Unstructured Text0
Studio Ousia's Quiz Bowl Question Answering System0
Explicit Reasoning over End-to-End Neural Architectures for Visual Question Answering0
Attention on Attention: Architectures for Visual Question Answering (VQA)Code0
Expeditious Generation of Knowledge Graph EmbeddingsCode0
VQA-E: Explaining, Elaborating, and Enhancing Your Answers for Visual Questions0
Inverse Visual Question Answering: A New Benchmark and VQA Diagnosis Tool0
A Simple and Effective Approach to the Story Cloze Test0
Word2Bits - Quantized Word VectorsCode0
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning ChallengeCode0
Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual ReasoningCode0
It was the training data pruning too!0
Entity Resolution and Federated Learning get a Federated Resolution0
An Unsupervised Model with Attention Autoencoders for Question Retrieval0
Fact Checking in Community ForumsCode0
Translating Questions into Answers using DBPedia n-triples0
Neural Architectures for Open-Type Relation Argument Extraction0
Towards a Question Answering System over the Semantic Web0
A Factoid Question Answering System for Vietnamese0
Knowledge Base Relation Detection via Multi-View Matching0
Medical Exam Question Answering with Large-scale Reading Comprehension0
AMUSE: Multilingual Semantic Parsing for Question Answering over Linked DataCode0
Incremental and Iterative Learning of Answer Set Programs from Mutually Distinct ExamplesCode0
VizWiz Grand Challenge: Answering Visual Questions from Blind PeopleCode0
Matching Article Pairs with Graphical Decomposition and ConvolutionsCode0
Multimodal Explanations: Justifying Decisions and Pointing to the EvidenceCode0
Deep contextualized word representationsCode1
Open Information Extraction on Scientific Text: An Evaluation0
WorldTree: A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi-Hop Inference0
Polisis: Automated Analysis and Presentation of Privacy Policies Using Deep LearningCode0
Generating Triples with Adversarial Networks for Scene Graph Construction0
Question-Answer Selection in User to User Marketplace Conversations0
Adaptive Memory Networks0
Dual Recurrent Attention Units for Visual Question AnsweringCode0
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge GraphCode0
Interactive Grounded Language Acquisition and Generalization in a 2D WorldCode1
An Attention-Based Word-Level Interaction Model: Relation Detection for Knowledge Base Question Answering0
PEYMA: A Tagged Corpus for Persian Named EntitiesCode0
Game of Sketches: Deep Recurrent Models of Pictionary-style Word GuessingCode0
Object-based reasoning in VQA0
Tell-and-Answer: Towards Explainable Visual Question Answering using Attributes and Captions0
Finding ReMO (Related Memory Object): A Simple Neural Architecture for Text based Reasoning0
A Question-Focused Multi-Factor Attention Network for Question AnsweringCode0
Structured Triplet Learning with POS-tag Guided Attention for Visual Question AnsweringCode0
DVQA: Understanding Data Visualizations via Question AnsweringCode0
Assertion-based QA with Question-Aware Open Information Extraction0
Analyzing Language Learned by an Active Question Answering Agent0
Attentive Recurrent Tensor Model for Community Question Answering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified