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 7601–7650 of 10817 papers

TitleStatusHype
Question-Driven Summarization of Answers to Consumer Health QuestionsCode1
CS-NLP team at SemEval-2020 Task 4: Evaluation of State-of-the-art NLP Deep Learning Architectures on Commonsense Reasoning Task—0
Support-BERT: Predicting Quality of Question-Answer Pairs in MSDN using Deep Bidirectional Transformer—0
Context-Based Quotation Recommendation—0
Visual Relationship Detection using Scene Graphs: A Survey—0
COVID-Twitter-BERT: A Natural Language Processing Model to Analyse COVID-19 Content on TwitterCode1
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition—0
Entity-Enriched Neural Models for Clinical Question AnsweringCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
Do not let the history haunt you -- Mitigating Compounding Errors in Conversational Question Answering—0
Cross-Modality Relevance for Reasoning on Language and VisionCode1
A Self-Training Method for Machine Reading Comprehension with Soft Evidence ExtractionCode1
Maximizing Information Gain in Partially Observable Environments via Prediction Reward—0
A Dataset for Statutory Reasoning in Tax Law Entailment and Question AnsweringCode1
How Context Affects Language Models' Factual Predictions—0
Character Matters: Video Story Understanding with Character-Aware Relations—0
Beyond Accuracy: Behavioral Testing of NLP models with CheckListCode2
What Do Questions Exactly Ask? MFAE: Duplicate Question Identification with Multi-Fusion Asking EmphasisCode1
COBRA: Contrastive Bi-Modal Representation AlgorithmCode1
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive SummarizationCode1
Where is Linked Data in Question Answering over Linked Data?—0
DramaQA: Character-Centered Video Story Understanding with Hierarchical QACode0
CounQER: A System for Discovering and Linking Count Information in Knowledge BasesCode0
A Large-Scale, Open-Domain, Mixed-Interface Dialogue-Based ITS for STEM—0
Harvesting and Refining Question-Answer Pairs for Unsupervised QACode1
Probabilistic Assumptions Matter: Improved Models for Distantly-Supervised Document-Level Question AnsweringCode0
MultiReQA: A Cross-Domain Evaluation for Retrieval Question Answering ModelsCode1
The Cascade Transformer: an Application for Efficient Answer Sentence SelectionCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
Visual Question Answering with Prior Class Semantics—0
DoQA -- Accessing Domain-Specific FAQs via Conversational QA—0
Unsupervised Alignment-based Iterative Evidence Retrieval for Multi-hop Question AnsweringCode1
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data—0
ProtoQA: A Question Answering Dataset for Prototypical Common-Sense ReasoningCode1
UnifiedQA: Crossing Format Boundaries With a Single QA SystemCode1
Exploring and Predicting Transferability across NLP TasksCode1
Is Multihop QA in DiRe Condition? Measuring and Reducing Disconnected ReasoningCode0
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QACode1
SEEK: Segmented Embedding of Knowledge GraphsCode1
DeFormer: Decomposing Pre-trained Transformers for Faster Question AnsweringCode1
AVA: an Automatic eValuation Approach to Question Answering Systems—0
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
NeurQuRI: Neural Question Requirement Inspector for Answerability Prediction in Machine Reading Comprehension—0
Neural Symbolic Reader: Scalable Integration of Distributed and Symbolic Representations for Reading Comprehension—0
Transformer-XH: Multi-Evidence Reasoning with eXtra Hop AttentionCode1
ScholarlyRead: A New Dataset for Scientific Article Reading Comprehension—0
Chat or Learn: a Data-Driven Robust Question-Answering System—0
Evaluation of Dataset Selection for Pre-Training and Fine-Tuning Transformer Language Models for Clinical Question Answering—0
AIA-BDE: A Corpus of FAQs in Portuguese and their Variations—0
A Corpus for Visual Question Answering Annotated with Frame Semantic Information—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