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 7801–7825 of 10817 papers

TitleStatusHype
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too—0
History-Aware Question Answering in a Blocks World Dialogue System—0
Generating Semantically Valid Adversarial Questions for TableQA—0
An Audio-enriched BERT-based Framework for Spoken Multiple-choice Question Answering—0
A Complex KBQA System using Multiple Reasoning Paths—0
Comparative Study of Machine Learning Models and BERT on SQuADCode0
Functorial Language Games for Question Answering—0
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law—0
Towards Question Format Independent Numerical Reasoning: A Set of Prerequisite Tasks—0
Support-BERT: Predicting Quality of Question-Answer Pairs in MSDN using Deep Bidirectional Transformer—0
CS-NLP team at SemEval-2020 Task 4: Evaluation of State-of-the-art NLP Deep Learning Architectures on Commonsense Reasoning Task—0
Context-Based Quotation Recommendation—0
Visual Relationship Detection using Scene Graphs: A Survey—0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition—0
Do not let the history haunt you -- Mitigating Compounding Errors in Conversational Question Answering—0
Maximizing Information Gain in Partially Observable Environments via Prediction Reward—0
How Context Affects Language Models' Factual Predictions—0
Character Matters: Video Story Understanding with Character-Aware Relations—0
DramaQA: Character-Centered Video Story Understanding with Hierarchical QACode0
Where is Linked Data in Question Answering over Linked Data?—0
CounQER: A System for Discovering and Linking Count Information in Knowledge BasesCode0
A Large-Scale, Open-Domain, Mixed-Interface Dialogue-Based ITS for STEM—0
Probabilistic Assumptions Matter: Improved Models for Distantly-Supervised Document-Level Question AnsweringCode0
DoQA -- Accessing Domain-Specific FAQs via Conversational QA—0
Visual Question Answering with Prior Class Semantics—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