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 9901–9950 of 10817 papers

TitleStatusHype
Syntactic Parsing of Web Queries with Question Intent—0
This is how we do it: Answer Reranking for Open-domain How Questions with Paragraph Vectors and Minimal Feature Engineering—0
Opinion Holder and Target Extraction on Opinion Compounds – A Linguistic Approach—0
Question Answering over Knowledge Base using Factual Memory Networks—0
Combining syntactic patterns and Wikipedia's hierarchy of hyperlinks to extract meronym relations—0
Joint Learning with Global Inference for Comment Classification in Community Question Answering—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
Grounded Semantic Role Labeling—0
Recent Progress in Deep Learning for NLP—0
Pairwise Word Interaction Modeling with Deep Neural Networks for Semantic Similarity Measurement—0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network—0
Explicit Argument Identification for Discourse Parsing In Hindi: A Hybrid Pipeline—0
Effective Crowd Annotation for Relation Extraction—0
Convolutional Neural Networks vs. Convolution Kernels: Feature Engineering for Answer Sentence Reranking—0
Question Answering with Knowledge Base, Web and Beyond—0
A Corpus and Cloze Evaluation for Deeper Understanding of Commonsense Stories—0
End-to-End Instance Segmentation with Recurrent AttentionCode0
Boosting Question Answering by Deep Entity Recognition—0
Hierarchical Memory Networks—0
Ask Your Neurons: A Deep Learning Approach to Visual Question AnsweringCode0
LSTM-based Mixture-of-Experts for Knowledge-Aware Dialogues—0
Leveraging Visual Question Answering for Image-Caption Ranking—0
Monolingual Social Media Datasets for Detecting Contradiction and Entailment—0
Question-Answering with Logic Specific to Video Games—0
Using lexical and Dependency Features to Disambiguate Discourse Connectives in Hindi—0
``Who was Pietro Badoglio?'' Towards a QA system for Italian History—0
Question Answering via Integer Programming over Semi-Structured Knowledge—0
Dialog-based Language Learning—0
SSP: Semantic Space Projection for Knowledge Graph Embedding with Text Descriptions—0
Learning Models for Actions and Person-Object Interactions with Transfer to Question Answering—0
Why Artificial Intelligence Needs a Task Theory --- And What It Might Look Like—0
Parallelizing Word2Vec in Shared and Distributed Memory—0
Moving Beyond the Turing Test with the Allen AI Science ChallengeCode0
Counting Everyday Objects in Everyday ScenesCode0
Intelligent information extraction based on artificial neural network—0
Method of Tibetan Person Knowledge Extraction—0
A Focused Dynamic Attention Model for Visual Question Answering—0
Multi-Field Structural Decomposition for Question Answering—0
Character-Level Question Answering with AttentionCode0
Neural Attention Models for Sequence Classification: Analysis and Application to Key Term Extraction and Dialogue Act Detection—0
Recurrent Batch NormalizationCode0
A Parallel-Hierarchical Model for Machine Comprehension on Sparse DataCode0
Recurrent Neural Network Encoder with Attention for Community Question Answering—0
Learning Executable Semantic Parsers for Natural Language Understanding—0
Image Captioning and Visual Question Answering Based on Attributes and External Knowledge—0
Dynamic Memory Networks for Visual and Textual Question AnsweringCode0
Text Understanding with the Attention Sum Reader NetworkCode0
Question Answering on Freebase via Relation Extraction and Textual EvidenceCode0
The Myopia of Crowds: A Study of Collective Evaluation on Stack Exchange—0
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image AnnotationsCode1
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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