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 10051–10075 of 10817 papers

TitleStatusHype
Recognition of Polish Temporal Expressions—0
Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction—0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs—0
Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models—0
RELLY: Inferring Hypernym Relationships Between Relational Phrases—0
Exploring Markov Logic Networks for Question Answering—0
Pattern Construction for Extracting Domain Terminology—0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths—0
Inferring Binary Relation Schemas for Open Information Extraction—0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity—0
Incorporating Trustiness and Collective Synonym/Contrastive Evidence into Taxonomy Construction—0
Morphological Analysis for Unsegmented Languages using Recurrent Neural Network Language Model—0
A statistical approach for Non-Sentential Utterance Resolution for Interactive QA System—0
A New Approach for Idiom Identification Using Meanings and the Web—0
Keynote: Graph-based Approaches for Spoken Language Understanding—0
Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings—0
Shallow Convolutional Neural Network for Implicit Discourse Relation Recognition—0
Syntactic Dependencies and Distributed Word Representations for Analogy Detection and Mining—0
Weakly Supervised Definition Extraction—0
WikiQA: A Challenge Dataset for Open-Domain Question Answering—0
User Name Disambiguation in Community Question Answering—0
Towards the Unsupervised Acquisition of Implicit Semantic Roles—0
Where Was Alexander the Great in 325 BC? Toward Understanding History Text with a World Model—0
Semantic Framework for Comparison Structures in Natural Language—0
Type-Constrained Representation Learning in Knowledge Graphs—0
Show:102550
← PrevPage 403 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