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 8701–8750 of 10817 papers

TitleStatusHype
Software Expert Discovery via Knowledge Domain Embeddings in a Collaborative Network—0
Finding Answers from the Word of God: Domain Adaptation for Neural Networks in Biblical Question Answering—0
Neural Modular Control for Embodied Question AnsweringCode0
Text Embeddings for Retrieval From a Large Knowledge Base—0
What can AI do for me: Evaluating Machine Learning Interpretations in Cooperative Play—0
Are you tough enough? Framework for Robustness Validation of Machine Comprehension SystemsCode0
Making question answering more robust through relevant context selection—0
A Fully Attention-Based Information RetrieverCode0
A Knowledge-Grounded Multimodal Search-Based Conversational AgentCode0
Lightweight Convolutional Approaches to Reading Comprehension on SQuAD—0
Adversarial TableQA: Attention Supervision for Question Answering on Tables—0
On Evaluating Embedding Models for Knowledge Base Completion—0
Finding Similar Medical Questions from Question Answering Websites—0
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension—0
U-Net: Machine Reading Comprehension with Unanswerable QuestionsCode0
The combination of context information to enhance simple question answering—0
Knowing Where to Look? Analysis on Attention of Visual Question Answering System—0
Overcoming Language Priors in Visual Question Answering with Adversarial Regularization—0
CHOPT : Automated Hyperparameter Optimization Framework for Cloud-Based Machine Learning Platforms—0
Co-Stack Residual Affinity Networks with Multi-level Attention Refinement for Matching Text Sequences—0
FlowQA: Grasping Flow in History for Conversational Machine ComprehensionCode0
POIReviewQA: A Semantically Enriched POI Retrieval and Question Answering Dataset—0
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language UnderstandingCode0
Transfer Learning via Unsupervised Task Discovery for Visual Question AnsweringCode0
Spot the Odd Man Out: Exploring the Associative Power of Lexical Resources—0
Supervised and Unsupervised Methods for Robust Separation of Section Titles and Prose Text in Web Documents—0
Self-training improves Recurrent Neural Networks performance for Temporal Relation Extraction—0
Uncovering Code-Mixed Challenges: A Framework for Linguistically Driven Question Generation and Neural Based Question Answering—0
Structured Alignment Networks for Matching Sentences—0
Sentiment Classification towards Question-Answering with Hierarchical Matching Network—0
Speed Reading: Learning to Read ForBackward via ShuttleCode0
The BQ Corpus: A Large-scale Domain-specific Chinese Corpus For Sentence Semantic Equivalence Identification—0
Transfer and Multi-Task Learning for Noun--Noun Compound Interpretation—0
Somm: Into the Model—0
Similarity-Based Reconstruction Loss for Meaning Representation—0
Semantic Linking in Convolutional Neural Networks for Answer Sentence Selection—0
A State-transition Framework to Answer Complex Questions over Knowledge Base—0
QuAC: Question Answering in Context—0
Investigating the Challenges of Temporal Relation Extraction from Clinical Text—0
Improving Large-Scale Fact-Checking using Decomposable Attention Models and Lexical Tagging—0
Knowledge Base Question Answering via Encoding of Complex Query GraphsCode0
Deep Attentive Sentence Ordering Network—0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
Cross-topic Argument Mining from Heterogeneous Sources—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
Listening Comprehension over Argumentative Content—0
Cross-Pair Text Representations for Answer Sentence SelectionCode0
Linguistically-Based Deep Unstructured Question Answering—0
Characterizing Interactions and Relationships between People—0
A Unified Syntax-aware Framework for Semantic Role LabelingCode0
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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