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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 7776–7800 of 10817 papers

TitleStatusHype
Mining Implicit Relevance Feedback from User Behavior for Web Question Answering—0
Video Understanding as Machine Translation—0
Exploring Weaknesses of VQA Models through Attribution Driven Insights—0
Estimating semantic structure for the VQA answer space—0
Foreseeing the Benefits of Incidental SupervisionCode0
Knowledge-Aided Open-Domain Question Answering—0
Language Models as Fact Checkers?—0
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too—0
Interpreting Attention Models with Human Visual Attention in Machine Reading Comprehension—0
Open-Domain Question Answering with Pre-Constructed Question Spaces—0
BERT Based Multilingual Machine Comprehension in English and HindiCode0
Subjective Question Answering: Deciphering the inner workings of Transformers in the realm of subjectivityCode0
Question Answering on Scholarly Knowledge Graphs—0
Probing Emergent Semantics in Predictive Agents via Question Answering—0
Multimodal grid features and cell pointers for Scene Text Visual Question Answering—0
Building a Swedish Question-Answering ModelCode0
TA-Student VQA: Multi-Agents Training by Self-Questioning—0
An Effective Contextual Language Modeling Framework for Speech Summarization with Augmented Features—0
Counterfactual Vision and Language Learning—0
Conversational Machine Comprehension: a Literature Review—0
Context-based Transformer Models for Answer Sentence Selection—0
Efficient Deployment of Conversational Natural Language Interfaces over Databases—0
Improving Quality of a Post's Set of Answers in Stack OverflowCode0
Using Large Pretrained Language Models for Answering User Queries from Product Specifications—0
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too—0
Show:102550
← PrevPage 312 of 433Next →
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