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 9701–9750 of 10817 papers

TitleStatusHype
POLY: Mining Relational Paraphrases from Multilingual Sentences—0
Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network—0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
AMR Parsing with an Incremental Joint Model—0
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser—0
Nested Propositions in Open Information Extraction—0
Research on attention memory networks as a model for learning natural language inference—0
On Generating Characteristic-rich Question Sets for QA Evaluation—0
It Takes Three to Tango: Triangulation Approach to Answer Ranking in Community Question Answering—0
Combining Multiple Cues for Visual Madlibs Question Answering—0
Antecedent Selection for Sluicing: Structure and Content—0
Improving Semantic Parsing via Answer Type Inference—0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification—0
Rule Extraction for Tree-to-Tree Transducers by Cost Minimization—0
MixKMeans: Clustering Question-Answer Archives—0
Citation Analysis with Neural Attention Models—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
Learning to Answer Questions from Wikipedia Infoboxes—0
Porting an Open Information Extraction System from English to GermanCode0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
Supervised Distributional Hypernym Discovery via Domain Adaptation—0
Towards Broad-coverage Meaning Representation: The Case of Comparison Structures—0
Statistical Script Learning with Recurrent Neural Networks—0
Solving Verbal Questions in IQ Test by Knowledge-Powered Word Embedding—0
End-to-End Answer Chunk Extraction and Ranking for Reading Comprehension—0
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes—0
Modeling Ambiguity, Subjectivity, and Diverging Viewpoints in Opinion Question Answering Systems—0
Proposing Plausible Answers for Open-ended Visual Question Answering—0
Addressing Community Question Answering in English and Arabic—0
Gated End-to-End Memory NetworksCode0
SentiHood: Targeted Aspect Based Sentiment Analysis Dataset for Urban Neighbourhoods—0
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering—0
Open-Ended Visual Question-AnsweringCode0
Visual Question Answering: Datasets, Algorithms, and Future ChallengesCode0
Toward the automatic extraction of knowledge of usable goods—0
Neural Joint Learning for Classifying Wikipedia Articles into Fine-grained Named Entity Types—0
Automatic Identifying Entity Type in Linked Data—0
Planting Trees in the Desert: Delexicalized Tagging and Parsing Combined—0
A Pipeline Japanese Entity Linking System with Embedding Features—0
Hierarchical Memory Networks for Answer Selection on Unknown WordsCode0
Learning to Translate for Multilingual Question Answering—0
Creating Causal Embeddings for Question Answering with Minimal Supervision—0
The Color of the Cat is Gray: 1 Million Full-Sentences Visual Question Answering (FSVQA)—0
Graph-Structured Representations for Visual Question Answering—0
A Cheap Linear Attention Mechanism with Fast Lookups and Fixed-Size Representations—0
Enhancing LambdaMART Using Oblivious Trees—0
ReasoNet: Learning to Stop Reading in Machine Comprehension—0
Lexical-Morphological Modeling for Legal Text Analysis—0
Skipping Word: A Character-Sequential Representation based Framework for Question Answering—0
Language Portability for Dialogue Systems: Translating a Question-Answering System from English into Tamil—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