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 8626–8650 of 10817 papers

TitleStatusHype
Macquarie University at BioASQ 6b: Deep learning and deep reinforcement learning for query-based summarisation—0
Retrieve and Re-rank: A Simple and Effective IR Approach to Simple Question Answering over Knowledge Graphs—0
Results of the sixth edition of the BioASQ Challenge—0
AttentionMeSH: Simple, Effective and Interpretable Automatic MeSH Indexer—0
Proceedings of the 6th BioASQ Workshop A challenge on large-scale biomedical semantic indexing and question answering—0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
Explaining non-linear Classifier Decisions within Kernel-based Deep Architectures—0
Preferred Answer Selection in Stack Overflow: Better Text Representations ... and Metadata, Metadata, Metadata—0
Exploiting Attention to Reveal Shortcomings in Memory Models—0
Extraction Meets Abstraction: Ideal Answer Generation for Biomedical Questions—0
Expletives in Universal Dependency TreebanksCode0
Ontology-Based Retrieval \& Neural Approaches for BioASQ Ideal Answer Generation—0
How much should you ask? On the question structure in QA systems.—0
MindLab Neural Network Approach at BioASQ 6B—0
UNCC QA: Biomedical Question Answering system—0
Team SWEEPer: Joint Sentence Extraction and Fact Checking with Pointer Networks—0
SIRIUS-LTG: An Entity Linking Approach to Fact Extraction and Verification—0
Semantic role labeling tools for biomedical question answering: a study of selected tools on the BioASQ datasets—0
Zero-shot Relation Classification as Textual Entailment—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
OpenKE: An Open Toolkit for Knowledge EmbeddingCode0
CogCompTime: A Tool for Understanding Time in Natural Language—0
Interactive Instance-based Evaluation of Knowledge Base Question AnsweringCode0
On the Generation of Medical Question-Answer Pairs—0
Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension—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