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 9301–9325 of 10817 papers

TitleStatusHype
Sheffield MultiMT: Using Object Posterior Predictions for Multimodal Machine Translation—0
Word Embeddings as Features for Supervised Coreference Resolution—0
Using Question-Answering Techniques to Implement a Knowledge-Driven Argument Mining Approach—0
The Effect of Negative Sampling Strategy on Capturing Semantic Similarity in Document Embeddings—0
Spatial Language Understanding with Multimodal Graphs using Declarative Learning based Programming—0
An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective—0
CROWD-IN-THE-LOOP: A Hybrid Approach for Annotating Semantic Roles—0
Multimedia Summary Generation from Online Conversations: Current Approaches and Future Directions—0
Inter-Weighted Alignment Network for Sentence Pair Modeling—0
Data Augmentation for Visual Question Answering—0
Deception Detection in News Reports in the Russian Language: Lexics and Discourse—0
Neural Net Models of Open-domain Discourse Coherence—0
Neural Paraphrase Generation using Transfer Learning—0
Neural Semantic Parsing with Type Constraints for Semi-Structured TablesCode0
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components—0
A Short Survey on Taxonomy Learning from Text Corpora: Issues, Resources and Recent Advances—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work!—0
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets—0
Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees—0
oIQa: An Opinion Influence Oriented Question Answering Framework with Applications to Marketing Domain—0
Improved Recognition and Normalisation of Polish Temporal Expressions—0
Importance sampling for unbiased on-demand evaluation of knowledge base population—0
A Question Answering Approach for Emotion Cause Extraction—0
Identifying the Provision of Choices in Privacy Policy Text—0
Applying Deep Neural Network to Retrieve Relevant Civil Law Articles—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