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 6451–6475 of 10817 papers

TitleStatusHype
COOL, a Context Outlooker, and its Application to Question Answering and other Natural Language Processing Tasks—0
Syntax-informed Question Answering with Heterogeneous Graph Transformer—0
SimVQA: Exploring Simulated Environments for Visual Question Answering—0
End-to-End Table Question Answering via Retrieval-Augmented Generation—0
VL-InterpreT: An Interactive Visualization Tool for Interpreting Vision-Language TransformersCode0
Auto-MLM: Improved Contrastive Learning for Self-supervised Multi-lingual Knowledge Retrieval—0
Towards Differential Relational Privacy and its use in Question Answering—0
ANNA: Enhanced Language Representation for Question Answering—0
Single-Stream Multi-Level Alignment for Vision-Language PretrainingCode0
Design and Development of Rule-based open-domain Question-Answering System on SQuAD v2.0 Dataset—0
MQDD: Pre-training of Multimodal Question Duplicity Detection for Software Engineering DomainCode0
Improving Question Answering over Knowledge Graphs Using Graph Summarization—0
Bilaterally Slimmable Transformer for Elastic and Efficient Visual Question AnsweringCode0
Towards Escaping from Language Bias and OCR Error: Semantics-Centered Text Visual Question Answering—0
Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings—0
A Theoretically Grounded Benchmark for Evaluating Machine Commonsense—0
VLSP 2021 - ViMRC Challenge: Vietnamese Machine Reading Comprehension—0
WuDaoMM: A large-scale Multi-Modal Dataset for Pre-training models—0
Targeted Extraction of Temporal Facts from Textual Resources for Improved Temporal Question Answering over Knowledge Bases—0
Programming Language Agnostic Mining of Code and Language Pairs with Sequence Labeling Based Question Answering—0
Calibration of Machine Reading Systems at Scale—0
Build a Robust QA System with Transformer-based Mixture of ExpertsCode0
A Neural-Symbolic Approach to Natural Language UnderstandingCode0
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators—0
elBERto: Self-supervised Commonsense Learning for Question Answering—0
Show:102550
← PrevPage 259 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