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

Showing 79518000 of 10817 papers

TitleStatusHype
Text-based Question Answering from Information Retrieval and Deep Neural Network Perspectives: A Survey0
FQuAD: French Question Answering Dataset0
Stress Test Evaluation of Transformer-based Models in Natural Language Understanding Tasks0
Enriching Knowledge Bases with Interesting Negative Statements0
Learning Relation Entailment with Structured and Textual InformationCode0
Sparse and Structured Visual AttentionCode0
Component Analysis for Visual Question Answering Architectures0
Description Based Text Classification with Reinforcement Learning0
Translating Web Search Queries into Natural Language Questions0
Generating Biomedical Question Answering Corpora from Q&A forumsCode0
UNCC Biomedical Semantic Question Answering Systems. BioASQ: Task-7B, Phase-B0
Goal-Oriented Multi-Task BERT-Based Dialogue State Tracker0
Web Table Extraction, Retrieval and Augmentation: A Survey0
Pretrained Transformers for Simple Question Answering over Knowledge GraphsCode0
Augmenting Visual Question Answering with Semantic Frame Information in a Multitask Learning ApproachCode0
Teaching Machines to Converse0
Intent Classification in Question-Answering Using LSTM ArchitecturesCode0
Robust Explanations for Visual Question AnsweringCode0
Uncertainty based Class Activation Maps for Visual Question Answering0
Recommending Themes for Ad Creative Design via Visual-Linguistic RepresentationsCode0
Accuracy vs. Complexity: A Trade-off in Visual Question Answering Models0
Negative Statements Considered Useful0
MHSAN: Multi-Head Self-Attention Network for Visual Semantic EmbeddingCode0
Open Domain Question Answering Using Web Tables0
Visual Question Answering on 360° Images0
Machine Learning Approaches for Amharic Parts-of-speech Tagging0
Multi-Layer Content Interaction Through Quaternion Product For Visual Question Answering0
Retrieval Augmented Language Model Pre-Training0
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 Creation0
Learning to Answer Ambiguous Questions with Knowledge Graph0
SberQuAD -- Russian Reading Comprehension Dataset: Description and Analysis0
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model0
Measuring Compositional Generalization: A Comprehensive Method on Realistic DataCode0
Deep Exemplar Networks for VQA and VQG0
Macaw: An Extensible Conversational Information Seeking PlatformCode0
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems0
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 Editing0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space0
Improving Knowledge-aware Dialogue Generation via Knowledge Base Question AnsweringCode0
Knowledge-based Conversational Search0
AliMe KBQA: Question Answering over Structured Knowledge for E-commerce Customer Service0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking0
Automatic Spanish Translation of the SQuAD Dataset for Multilingual Question AnsweringCode0
Efficient crowdsourcing of crowd-generated microtasks0
Medication Regimen Extraction From Medical Conversations0
AI2D-RST: A multimodal corpus of 1000 primary school science diagrams0
Exploring the Ideal Depth of Neural Network when Predicting Question Deletion on Community Question Answering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified