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 10451–10475 of 10817 papers

TitleStatusHype
Aligning Verb Senses in Two Italian Lexical Semantic Resources—0
Determining is-a relationships for Textual Entailment—0
From Textual Entailment to Knowledgeable Machines—0
Semantic Textual Similarity: past present and future—0
Textual Inference and Meaning Representation in Human Robot Interaction—0
Semi-Supervised Answer Extraction from Discussion Forums—0
University Entrance Examinations as a Benchmark Resource for NLP-based Problem Solving—0
What Information is Helpful for Dependency Based Semantic Role Labeling—0
Using Shallow Semantic Parsing and Relation Extraction for Finding Contradiction in Text—0
Exploiting User Search Sessions for the Semantic Categorization of Question-like Informational Search Queries—0
Effect of Non-linear Deep Architecture in Sequence Labeling—0
Learning Based Approaches for Vietnamese Question Classification Using Keywords Extraction from the Web—0
A Factoid Question Answering System Using Answer Pattern Matching—0
Natural Language Query Refinement for Problem Resolution from Crowd-Sourced Semi-Structured Data—0
Labeled Alignment for Recognizing Textual Entailment—0
Cross-Domain Answer Ranking using Importance Sampling—0
Mining Japanese Compound Words and Their Pronunciations from Web Pages and Tweets—0
A Novel Approach Towards Incorporating Context Processing Capabilities in NLIDB System—0
A Lexicon-based Investigation of Research Issues in Japanese Factuality Analysis—0
Chinese Named Entity Abbreviation Generation Using First-Order Logic—0
High Quality Dependency Selection from Automatic Parses—0
Automatically Developing a Fine-grained Arabic Named Entity Corpus and Gazetteer by utilizing Wikipedia—0
An Empirical Study of Combing Multiple Models in Bengali Question Classification—0
An Empirical Assessment of Contemporary Online Media in Ad-Hoc Corpus Creation for Social Events—0
An Efficient Active Learning Framework for New Relation Types—0
Show:102550
← PrevPage 419 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