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 7976–8000 of 10817 papers

TitleStatusHype
Machine Learning Approaches for Amharic Parts-of-speech Tagging—0
Multi-Layer Content Interaction Through Quaternion Product For Visual Question Answering—0
Retrieval Augmented Language Model Pre-Training—0
What Does My QA Model Know? Devising Controlled Probes using Expert KnowledgeCode0
The Shmoop Corpus: A Dataset of Stories with Loosely Aligned SummariesCode0
Vision and Language: from Visual Perception to Content Creation—0
Learning to Answer Ambiguous Questions with Knowledge Graph—0
SberQuAD -- Russian Reading Comprehension Dataset: Description and Analysis—0
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model—0
Measuring Compositional Generalization: A Comprehensive Method on Realistic DataCode0
Deep Exemplar Networks for VQA and VQG—0
Macaw: An Extensible Conversational Information Seeking PlatformCode0
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems—0
Pipelines for Procedural Information Extraction from Scientific Literature: Towards Recipes using Machine Learning and Data ScienceCode0
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing—0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space—0
Improving Knowledge-aware Dialogue Generation via Knowledge Base Question AnsweringCode0
Knowledge-based Conversational Search—0
AliMe KBQA: Question Answering over Structured Knowledge for E-commerce Customer Service—0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking—0
Automatic Spanish Translation of the SQuAD Dataset for Multilingual Question AnsweringCode0
Efficient crowdsourcing of crowd-generated microtasks—0
Medication Regimen Extraction From Medical Conversations—0
AI2D-RST: A multimodal corpus of 1000 primary school science diagrams—0
Exploring the Ideal Depth of Neural Network when Predicting Question Deletion on Community Question Answering—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