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

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Showing 9151–9200 of 10817 papers

TitleStatusHype
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
Open Information Extraction on Scientific Text: An Evaluation—0
WorldTree: A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi-Hop Inference—0
Generating Triples with Adversarial Networks for Scene Graph Construction—0
Polisis: Automated Analysis and Presentation of Privacy Policies Using Deep LearningCode0
Question-Answer Selection in User to User Marketplace Conversations—0
Adaptive Memory Networks—0
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
An Attention-Based Word-Level Interaction Model: Relation Detection for Knowledge Base Question Answering—0
PEYMA: A Tagged Corpus for Persian Named EntitiesCode0
Game of Sketches: Deep Recurrent Models of Pictionary-style Word GuessingCode0
Object-based reasoning in VQA—0
Tell-and-Answer: Towards Explainable Visual Question Answering using Attributes and Captions—0
A Question-Focused Multi-Factor Attention Network for Question AnsweringCode0
Finding ReMO (Related Memory Object): A Simple Neural Architecture for Text based Reasoning—0
DVQA: Understanding Data Visualizations via Question AnsweringCode0
Structured Triplet Learning with POS-tag Guided Attention for Visual Question AnsweringCode0
Assertion-based QA with Question-Aware Open Information Extraction—0
Analyzing Language Learned by an Active Question Answering Agent—0
Attentive Recurrent Tensor Model for Community Question Answering—0
Overcoming the vanishing gradient problem in plain recurrent networks—0
An Interpretable Reasoning Network for Multi-Relation Question AnsweringCode0
AliMe Assist: An Intelligent Assistant for Creating an Innovative E-commerce Experience—0
EARL: Joint Entity and Relation Linking for Question Answering over Knowledge GraphsCode0
MilkQA: a Dataset of Consumer Questions for the Task of Answer Selection—0
Denotation Extraction for Interactive Learning in Dialogue SystemsCode0
Biomedical Question Answering via Weighted Neural Network Passage Retrieval—0
Analysis of Wikipedia-based Corpora for Question Answering—0
aNMM: Ranking Short Answer Texts with Attention-Based Neural Matching ModelCode0
VnCoreNLP: A Vietnamese Natural Language Processing ToolkitCode0
An Attentive Sequence Model for Adverse Drug Event Extraction from Biomedical Text—0
Generative Entity Networks: Disentangling Entitites and Attributes in Visual Scenes using Partial Natural Language Descriptions—0
A Neural Method for Goal-Oriented Dialog Systems to interact with Named Entities—0
LEARNING TO ORGANIZE KNOWLEDGE WITH N-GRAM MACHINES—0
Adversarial reading networks for machine comprehension—0
Fast Node Embeddings: Learning Ego-Centric Representations—0
Not-So-CLEVR: Visual Relations Strain Feedforward Neural Networks—0
Questionable Answers in Question Answering Research: Reproducibility and Variability of Published Results—0
Topic-Based Question Generation—0
Using OpenWordnet-PT for Question Answering on Legal Domain—0
A Syntactic Approach to Domain-Specific Automatic Question Generation—0
Interpretable Counting for Visual Question Answering—0
TFW, DamnGina, Juvie, and Hotsie-Totsie: On the Linguistic and Social Aspects of Internet Slang—0
The NarrativeQA Reading Comprehension ChallengeCode0
Visual Explanations from Hadamard Product in Multimodal Deep Networks—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

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