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 16511700 of 10817 papers

TitleStatusHype
Many Heads but One Brain: Fusion Brain -- a Competition and a Single Multimodal Multitask ArchitectureCode1
Teaching Humans When To Defer to a Classifier via ExemplarsCode1
AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer SummarizationCode1
Automated question generation and question answering from Turkish textsCode1
Callee: Recovering Call Graphs for Binaries with Transfer and Contrastive LearningCode1
Less is More: Pretrain a Strong Siamese Encoder for Dense Text Retrieval Using a Weak DecoderCode1
Enhanced Language Representation with Label Knowledge for Span ExtractionCode1
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
Large-Scale Relation Learning for Question Answering over Knowledge Bases with Pre-trained Language ModelsCode1
ViVQA: Vietnamese Visual Question AnsweringCode1
Multi-Domain Multilingual Question AnsweringCode1
Can NLI Models Verify QA Systems’ Predictions?Code1
MLEC-QA: A Chinese Multi-Choice Biomedical Question Answering DatasetCode1
Introspective Distillation for Robust Question AnsweringCode1
MetaICL: Learning to Learn In ContextCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
Meta-Knowledge Transfer for Inductive Knowledge Graph EmbeddingCode1
Vector-valued Distance and Gyrocalculus on the Space of Symmetric Positive Definite MatricesCode1
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language ReasoningCode1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
Label-Descriptive Patterns and Their Application to Characterizing Classification ErrorsCode1
Open Domain Question Answering with A Unified Knowledge InterfaceCode1
BBQ: A Hand-Built Bias Benchmark for Question AnsweringCode1
Tracing Origins: Coreference-aware Machine Reading ComprehensionCode1
MixQG: Neural Question Generation with Mixed Answer TypesCode1
Can Explanations Be Useful for Calibrating Black Box Models?Code1
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-TrainingCode1
ConditionalQA: A Complex Reading Comprehension Dataset with Conditional AnswersCode1
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?Code1
Pano-AVQA: Grounded Audio-Visual Question Answering on 360^ VideosCode1
What Makes Sentences Semantically Related: A Textual Relatedness Dataset and Empirical StudyCode1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence AnnotationCode1
A Few More Examples May Be Worth Billions of ParametersCode1
Towards Continual Knowledge Learning of Language ModelsCode1
Coarse-to-Fine Reasoning for Visual Question AnsweringCode1
EntQA: Entity Linking as Question AnsweringCode1
Counterfactual Samples Synthesizing and Training for Robust Visual Question AnsweringCode1
TopiOCQA: Open-domain Conversational Question Answering with Topic SwitchingCode1
Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real ImagesCode1
The Spoon Is in the Sink: Assisting Visually Impaired People in the KitchenCode1
Single-dataset Experts for Multi-dataset Question AnsweringCode1
SD-QA: Spoken Dialectal Question Answering for the Real WorldCode1
Does Vision-and-Language Pretraining Improve Lexical Grounding?Code1
Complex Temporal Question Answering on Knowledge GraphsCode1
Simple Entity-Centric Questions Challenge Dense RetrieversCode1
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question AnsweringCode1
CodeQA: A Question Answering Dataset for Source Code ComprehensionCode1
Neural Unification for Logic Reasoning over Natural LanguageCode1
Phrase Retrieval Learns Passage Retrieval, TooCode1
Adaptive Information Seeking for Open-Domain Question AnsweringCode1
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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