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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 7501–7525 of 10817 papers

TitleStatusHype
Transferability of Natural Language Inference to Biomedical Question AnsweringCode1
DocVQA: A Dataset for VQA on Document ImagesCode1
Latent Compositional Representations Improve Systematic Generalization in Grounded Question AnsweringCode1
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
Open-Domain Question Answering—0
Answering Complex Questions by Combining Information from Curated and Extracted Knowledge Bases—0
Towards Visual Dialog for Radiology—0
Developing a How-to Tip Machine Comprehension Dataset and its Evaluation in Machine Comprehension by BERT—0
CopyBERT: A Unified Approach to Question Generation with Self-Attention—0
SimsterQ: A Similarity based Clustering Approach to Opinion Question Answering—0
Aligned Dual Channel Graph Convolutional Network for Visual Question Answering—0
On the Importance of Diversity in Question Generation for QA—0
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples—0
Multi-source Meta Transfer for Low Resource Multiple-Choice Question Answering—0
Multimodal Neural Graph Memory Networks for Visual Question Answering—0
DoQA - Accessing Domain-Specific FAQs via Conversational QA—0
Learning to Identify Follow-Up Questions in Conversational Question Answering—0
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
CorefQA: Coreference Resolution as Query-based Span PredictionCode1
GLUECoS: An Evaluation Benchmark for Code-Switched NLP—0
BERTERS: Multimodal Representation Learning for Expert Recommendation System with Transformer—0
Ontology-guided Semantic Composition for Zero-Shot LearningCode1
Correction of Faulty Background Knowledge based on Condition Aware and Revise Transformer for Question Answering—0
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph CompletionCode1
Knowledge-Aware Language Model Pretraining—0
Show:102550
← PrevPage 301 of 433Next →
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