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 9626–9650 of 10817 papers

TitleStatusHype
PersoNER: Persian Named-Entity RecognitionCode0
NL2KB: Resolving Vocabulary Gap between Natural Language and Knowledge Base in Knowledge Base Construction and Retrieval—0
Combining Lexical and Semantic-based Features for Answer Sentence Selection—0
Microsyntactic Phenomena as a Computational Linguistics Issue—0
An Interactive System for Exploring Community Question Answering Forums—0
Revisiting the Evaluation for Cross Document Event Coreference—0
Dedicated Workflow Management for OKBQA Framework—0
Answer Presentation in Question Answering over Linked Data using Typed Dependency Subtree Patterns—0
Non-sentential Question Resolution using Sequence to Sequence Learning—0
Answering Yes-No Questions by Penalty Scoring in History Subjects of University Entrance Examinations—0
Extracting Spatial Entities and Relations in Korean Text—0
Hand in Glove: Deep Feature Fusion Network Architectures for Answer Quality Prediction in Community Question Answering—0
Interactive-Predictive Machine Translation based on Syntactic Constraints of Prefix—0
K-SRL: Instance-based Learning for Semantic Role Labeling—0
Building a Dictionary of Affixal NegationsCode0
Machine Translation Evaluation for Arabic using Morphologically-enriched Embeddings—0
Compound Type Identification in Sanskrit: What Roles do the Corpus and Grammar Play?—0
FastHybrid: A Hybrid Model for Efficient Answer Selection—0
Label Embedding for Zero-shot Fine-grained Named Entity Typing—0
Name Variation in Community Question Answering Systems—0
Langforia: Language Pipelines for Annotating Large Collections of Documents—0
An Entity-Based approach to Answering Recurrent and Non-Recurrent Questions with Past Answers—0
Context-Sensitive Inference Rule Discovery: A Graph-Based Method—0
N-ary Biographical Relation Extraction using Shortest Path Dependencies—0
BioMedLAT Corpus: Annotation of the Lexical Answer Type for Biomedical QuestionsCode0
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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