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 78517900 of 10817 papers

TitleStatusHype
Augmenting Visual Question Answering with Semantic Frame Information in a Multitask Learning ApproachCode0
Pretrained Transformers for Simple Question Answering over Knowledge GraphsCode0
Data Mining in Clinical Trial Text: Transformers for Classification and Question Answering TasksCode1
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and TransferabilityCode2
Asking Questions the Human Way: Scalable Question-Answer Generation from Text CorpusCode1
Retrospective Reader for Machine Reading ComprehensionCode1
Intent Classification in Question-Answering Using LSTM ArchitecturesCode0
Uncertainty based Class Activation Maps for Visual Question Answering0
Robust Explanations for Visual Question AnsweringCode0
ManyModalQA: Modality Disambiguation and QA over Diverse InputsCode1
Accuracy vs. Complexity: A Trade-off in Visual Question Answering Models0
Recommending Themes for Ad Creative Design via Visual-Linguistic RepresentationsCode0
Schema2QA: High-Quality and Low-Cost Q&A Agents for the Structured WebCode1
Fine-grained Image Classification and Retrieval by Combining Visual and Locally Pooled Textual FeaturesCode1
Negative Statements Considered Useful0
Reformer: The Efficient TransformerCode2
MHSAN: Multi-Head Self-Attention Network for Visual Semantic EmbeddingCode0
Visual Question Answering on 360° Images0
Open Domain Question Answering Using Web Tables0
Machine Learning Approaches for Amharic Parts-of-speech Tagging0
In Defense of Grid Features for Visual Question AnsweringCode1
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
Side-Tuning: A Baseline for Network Adaptation via Additive Side NetworksCode1
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
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted AttackCode1
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model0
Measuring Compositional Generalization: A Comprehensive Method on Realistic DataCode0
SberQuAD -- Russian Reading Comprehension Dataset: Description and Analysis0
Deep Exemplar Networks for VQA and VQG0
Macaw: An Extensible Conversational Information Seeking PlatformCode0
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space0
Pipelines for Procedural Information Extraction from Scientific Literature: Towards Recipes using Machine Learning and Data ScienceCode0
Improving Knowledge-aware Dialogue Generation via Knowledge Base Question AnsweringCode0
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing0
Knowledge-based Conversational Search0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking0
AliMe KBQA: Question Answering over Structured Knowledge for E-commerce Customer Service0
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
Weak Supervision helps Emergence of Word-Object Alignment and improves Vision-Language Tasks0
Machine Translation Evaluation Meets 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