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 9726–9750 of 10817 papers

TitleStatusHype
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes—0
Modeling Ambiguity, Subjectivity, and Diverging Viewpoints in Opinion Question Answering Systems—0
Proposing Plausible Answers for Open-ended Visual Question Answering—0
Addressing Community Question Answering in English and Arabic—0
Gated End-to-End Memory NetworksCode0
SentiHood: Targeted Aspect Based Sentiment Analysis Dataset for Urban Neighbourhoods—0
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering—0
Open-Ended Visual Question-AnsweringCode0
Visual Question Answering: Datasets, Algorithms, and Future ChallengesCode0
Toward the automatic extraction of knowledge of usable goods—0
Neural Joint Learning for Classifying Wikipedia Articles into Fine-grained Named Entity Types—0
Automatic Identifying Entity Type in Linked Data—0
Planting Trees in the Desert: Delexicalized Tagging and Parsing Combined—0
A Pipeline Japanese Entity Linking System with Embedding Features—0
Hierarchical Memory Networks for Answer Selection on Unknown WordsCode0
Learning to Translate for Multilingual Question Answering—0
Creating Causal Embeddings for Question Answering with Minimal Supervision—0
The Color of the Cat is Gray: 1 Million Full-Sentences Visual Question Answering (FSVQA)—0
Graph-Structured Representations for Visual Question Answering—0
A Cheap Linear Attention Mechanism with Fast Lookups and Fixed-Size Representations—0
Enhancing LambdaMART Using Oblivious Trees—0
ReasoNet: Learning to Stop Reading in Machine Comprehension—0
Lexical-Morphological Modeling for Legal Text Analysis—0
Skipping Word: A Character-Sequential Representation based Framework for Question Answering—0
Language Portability for Dialogue Systems: Translating a Question-Answering System from English into Tamil—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