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 20512100 of 10817 papers

TitleStatusHype
SERank: Optimize Sequencewise Learning to Rank Using Squeeze-and-Excitation NetworkCode1
A Cross-Task Analysis of Text Span RepresentationsCode1
Attention-Based Context Aware Reasoning for Situation RecognitionCode1
Structured Multimodal Attentions for TextVQACode1
Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEsCode1
Knowledge Graph Simple Question Answering for Unseen DomainsCode1
Open-Retrieval Conversational Question AnsweringCode1
RuBQ: A Russian Dataset for Question Answering over WikidataCode1
Fluent Response Generation for Conversational Question AnsweringCode1
Question-Driven Summarization of Answers to Consumer Health QuestionsCode1
COVID-Twitter-BERT: A Natural Language Processing Model to Analyse COVID-19 Content on TwitterCode1
Entity-Enriched Neural Models for Clinical Question AnsweringCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
Cross-Modality Relevance for Reasoning on Language and VisionCode1
A Self-Training Method for Machine Reading Comprehension with Soft Evidence ExtractionCode1
A Dataset for Statutory Reasoning in Tax Law Entailment and Question AnsweringCode1
COBRA: Contrastive Bi-Modal Representation AlgorithmCode1
What Do Questions Exactly Ask? MFAE: Duplicate Question Identification with Multi-Fusion Asking EmphasisCode1
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive SummarizationCode1
Harvesting and Refining Question-Answer Pairs for Unsupervised QACode1
MultiReQA: A Cross-Domain Evaluation for Retrieval Question Answering ModelsCode1
The Cascade Transformer: an Application for Efficient Answer Sentence SelectionCode1
Unsupervised Alignment-based Iterative Evidence Retrieval for Multi-hop Question AnsweringCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
SEEK: Segmented Embedding of Knowledge GraphsCode1
Exploring and Predicting Transferability across NLP TasksCode1
ProtoQA: A Question Answering Dataset for Prototypical Common-Sense ReasoningCode1
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QACode1
UnifiedQA: Crossing Format Boundaries With a Single QA SystemCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
DeFormer: Decomposing Pre-trained Transformers for Faster Question AnsweringCode1
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question AnsweringCode1
Transformer-XH: Multi-Evidence Reasoning with eXtra Hop AttentionCode1
Clinical Reading Comprehension: A Thorough Analysis of the emrQA DatasetCode1
KLEJ: Comprehensive Benchmark for Polish Language UnderstandingCode1
MTSI-BERT: A Session-aware Knowledge-based Conversational AgentCode1
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingCode1
KPQA: A Metric for Generative Question Answering Using Keyphrase WeightsCode1
SiBert: Enhanced Chinese Pre-trained Language Model with Sentence InsertionCode1
LifeQA: A Real-life Dataset for Video Question AnsweringCode1
How do Decisions Emerge across Layers in Neural Models? Interpretation with Differentiable MaskingCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
Progressively Pretrained Dense Corpus Index for Open-Domain Question AnsweringCode1
Look at the First Sentence: Position Bias in Question AnsweringCode1
Dynamic Language Binding in Relational Visual ReasoningCode1
Empower Entity Set Expansion via Language Model ProbingCode1
SubjQA: A Dataset for Subjectivity and Review ComprehensionCode1
Event Extraction by Answering (Almost) Natural QuestionsCode1
Conversational Question Answering over Passages by Leveraging Word Proximity NetworksCode1
SCDE: Sentence Cloze Dataset with High Quality Distractors From ExaminationsCode1
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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