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 6151–6175 of 10817 papers

TitleStatusHype
Grounded Graph Decoding Improves Compositional Generalization in Question AnsweringCode0
Medicines Question Answering System, MeQA—0
Reducing the impact of out of vocabulary words in the translation of natural language questions into SPARQL queries—0
SERC: Syntactic and Semantic Sequence based Event Relation Classification—0
UQuAD1.0: Development of an Urdu Question Answering Training Data for Machine Reading Comprehension—0
Callee: Recovering Call Graphs for Binaries with Transfer and Contrastive LearningCode1
ViVQA: Vietnamese Visual Question AnsweringCode1
Study of Similarity Measures as Features in Classification for Answer Sentence Selection Task in Hindi Question Answering: Language-Specific v/s Other Measures—0
Multi-Domain Multilingual Question AnsweringCode1
ConQuest: Contextual Question Paraphrasing through Answer-Aware Synthetic Question Generation—0
Clustering Monolingual Vocabularies to Improve Cross-Lingual Generalization—0
The Global Banking Standards QA Dataset (GBS-QA)—0
A Fact Checking and Verification System for FEVEROUS Using a Zero-Shot Learning Approach—0
What’s in a Name? Answer Equivalence For Open-Domain Question AnsweringCode0
Evaluation Paradigms in Question Answering—0
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
MLEC-QA: A Chinese Multi-Choice Biomedical Question Answering DatasetCode1
Q^2: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering—0
Have You Seen That Number? Investigating Extrapolation in Question Answering Models—0
What’s in Your Head? Emergent Behaviour in Multi-Task Transformer Models—0
Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap—0
Eliciting Bias in Question Answering Models through AmbiguityCode0
Toward Deconfounding the Effect of Entity Demographics for Question Answering Accuracy—0
Simple and Effective Unsupervised Redundancy Elimination to Compress Dense Vectors for Passage Retrieval—0
SOM-NCSCM : An Efficient Neural Chinese Sentence Compression Model Enhanced with Self-Organizing Map—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