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 9601–9625 of 10817 papers

TitleStatusHype
Neural Attention for Learning to Rank Questions in Community Question Answering—0
Hybrid Question Answering over Knowledge Base and Free Text—0
Label Embedding for Zero-shot Fine-grained Named Entity Typing—0
Langforia: Language Pipelines for Annotating Large Collections of Documents—0
Pairwise Relation Classification with Mirror Instances and a Combined Convolutional Neural Network—0
Constraint-Based Question Answering with Knowledge GraphCode0
K-SRL: Instance-based Learning for Semantic Role Labeling—0
Mongolian Named Entity Recognition System with Rich Features—0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet—0
Context-aware Natural Language Generation for Spoken Dialogue Systems—0
Extracting Spatial Entities and Relations in Korean Text—0
Global Inference to Chinese Temporal Relation Extraction—0
Context-Sensitive Inference Rule Discovery: A Graph-Based Method—0
Machine Translation Evaluation for Arabic using Morphologically-enriched Embeddings—0
Non-sentential Question Resolution using Sequence to Sequence Learning—0
High Accuracy Rule-based Question Classification using Question Syntax and Semantics—0
An Interactive System for Exploring Community Question Answering Forums—0
Incorporating Label Dependency for Answer Quality Tagging in Community Question Answering via CNN-LSTM-CRFCode0
Chinese Tense Labelling and Causal Analysis—0
Different Contexts Lead to Different Word Embeddings—0
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings—0
Multilingual Aliasing for Auto-Generating Proposition Banks—0
Hand in Glove: Deep Feature Fusion Network Architectures for Answer Quality Prediction in Community Question Answering—0
Multilingual Supervision of Semantic Annotation—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