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 7501–7525 of 10817 papers

TitleStatusHype
Logically Consistent Loss for Visual Question Answering—0
Ontology-based and User-focused Automatic Text Summarization (OATS): Using COVID-19 Risk Factors as an Example—0
Do Fine-tuned Commonsense Language Models Really Generalize?—0
Diverse and Non-redundant Answer Set Extraction on Community QA based on DPPs—0
Generating Natural Questions from Images for Multimodal Assistants—0
iPerceive: Applying Common-Sense Reasoning to Multi-Modal Dense Video Captioning and Video Question Answering—0
ActBERT: Learning Global-Local Video-Text RepresentationsCode0
Meaningful Answer Generation of E-Commerce Question-Answering—0
Interpretable Natural Language Segmentation Based on Link GrammarCode0
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models—0
Biomedical Named Entity Recognition at ScaleCode0
LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing—0
Medical Knowledge-enriched Textual Entailment Framework—0
Don't Read Too Much into It: Adaptive Computation for Open-Domain Question Answering—0
Generating Fact Checking Briefs—0
CapWAP: Captioning with a Purpose—0
Automated Discovery of Mathematical Definitions in Text with Deep Neural Networks—0
Learning to Model and Ignore Dataset Bias with Mixed Capacity EnsemblesCode0
Explainable Artificial Intelligence Recommendation System by Leveraging the Semantics of Adverse Childhood Experiences: Proof-of-Concept Prototype Development—0
Explain by Evidence: An Explainable Memory-based Neural Network for Question Answering—0
Language Model is All You Need: Natural Language Understanding as Question Answering—0
Improving Commonsense Question Answering by Graph-based Iterative Retrieval over Multiple Knowledge Sources—0
Muti-view Mouse Social Behaviour Recognition with Deep Graphical ModelCode0
An Improved Attention for Visual Question AnsweringCode0
JNLP Team: Deep Learning for Legal Processing in COLIEE 2020Code0
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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