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 6026–6050 of 10817 papers

TitleStatusHype
Question Answering Over Biological Knowledge Graph via Amazon Alexa—0
Probing Commonsense Knowledge in Pre-trained Language Models with Sense-level Precision and Expanded VocabularyCode0
Improving Question Answering with Generation of NQ-like Questions—0
Context Generation Improves Open Domain Question Answering—0
Capturing Global Structural Information in Long Document Question Answering with Compressive Graph Selector NetworkCode0
Decoupled Context Processing for Context Augmented Language Modeling—0
CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking—0
How Well Do Multi-hop Reading Comprehension Models Understand Date Information?Code0
Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing—0
Contrastive Video-Language Learning with Fine-grained Frame Sampling—0
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs—0
Understanding and Improving Zero-shot Multi-hop Reasoning in Generative Question Answering—0
MAMO: Masked Multimodal Modeling for Fine-Grained Vision-Language Representation Learning—0
Contrastive Representation Learning for Conversational Question Answering over Knowledge GraphsCode0
Enhanced vectors for top-k document retrieval in Question Answering—0
KG-MTT-BERT: Knowledge Graph Enhanced BERT for Multi-Type Medical Text Classification—0
Generative Language Models for Paragraph-Level Question Generation—0
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text—0
Just ClozE! A Novel Framework for Evaluating the Factual Consistency Faster in Abstractive SummarizationCode0
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering—0
APGKT: Exploiting Associative Path on Skills Graph for Knowledge Tracing—0
Emotion Twenty Questions Dialog System for Lexical Emotional IntelligenceCode0
Locate before Answering: Answer Guided Question Localization for Video Question Answering—0
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model—0
Transformer-based Subject Entity Detection in Wikipedia Listings—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