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 5476–5500 of 10817 papers

TitleStatusHype
TCE at Qur’an QA 2022: Arabic Language Question Answering Over Holy Qur’an Using a Post-Processed Ensemble of BERT-based ModelsCode1
RadQA: A Question Answering Dataset to Improve Comprehension of Radiology Reports—0
VIMQA: A Vietnamese Dataset for Advanced Reasoning and Explainable Multi-hop Question AnsweringCode1
Introducing RezoJDM16k: a French KnowledgeGraph DataSet for Link Prediction—0
Question Answering Classification for Amharic Social Media Community Based QuestionsCode1
LK2022 at Qur’an QA 2022: Simple Transformers Model for Finding Answers to Questions from Qur’an—0
HRCA+: Advanced Multiple-choice Machine Reading Comprehension Method—0
Stars at Qur’an QA 2022: Building Automatic Extractive Question Answering Systems for the Holy Qur’an with Transformer Models and Releasing a New Dataset—0
GOF at Qur’an QA 2022: Towards an Efficient Question Answering For The Holy Qu’ran In The Arabic Language Using Deep Learning-Based Approach—0
niksss at Qur’an QA 2022: A Heavily Optimized BERT Based Model for Answering Questions from the Holy Qu’ran—0
FQuAD2.0: French Question Answering and Learning When You Don’t Know—0
Fine-tuning vs From Scratch: Do Vision & Language Models Have Similar Capabilities on Out-of-Distribution Visual Question Answering?—0
Argument Similarity Assessment in German for Intelligent Tutoring: Crowdsourced Dataset and First Experiments—0
Natural Questions in Icelandic—0
Elvis vs. M. Jackson: Who has More Albums? Classification and Identification of Elements in Comparative Questions—0
Do Transformer Networks Improve the Discovery of Rules from Text?—0
Domain Mismatch Doesn’t Always Prevent Cross-lingual Transfer Learning—0
Russian Jeopardy! Data Set for Question-Answering SystemsCode0
DeepREF: A Framework for Optimized Deep Learning-based Relation ClassificationCode0
Question Generation and Answering for exploring Digital Humanities collections—0
Know Better – A Clickbait Resolving Challenge—0
Question Modifiers in Visual Question Answering—0
Improving Event Duration Question Answering by Leveraging Existing Temporal Information Extraction DataCode0
Multilingual Image Corpus – Towards a Multimodal and Multilingual Dataset—0
A STEP towards Interpretable Multi-Hop Reasoning:Bridge Phrase Identification and Query Expansion—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