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 7351–7375 of 10817 papers

TitleStatusHype
Visual Question Answering based on Local-Scene-Aware Referring Expression Generation—0
Fast Clustering of Short Text Streams Using Efficient Cluster Indexing and Dynamic Similarity Thresholds—0
Towards Confident Machine Reading Comprehension—0
Zero-shot Generalization in Dialog State Tracking through Generative Question Answering—0
Tip of the Tongue Known-Item Retrieval: A Case Study in Movie Identification—0
Incremental Knowledge Based Question Answering—0
Understanding in Artificial Intelligence—0
HySTER: A Hybrid Spatio-Temporal Event Reasoner—0
Latent Variable Models for Visual Question Answering—0
Transformer-Based Models for Question Answering on COVID19—0
Coarse-grained decomposition and fine-grained interaction for multi-hop question answering—0
Recent Advances in Video Question Answering: A Review of Datasets and Methods—0
Reasoning over Vision and Language: Exploring the Benefits of Supplemental Knowledge—0
Grid Search Hyperparameter Benchmarking of BERT, ALBERT, and LongFormer on DuoRC—0
Understanding the Role of Scene Graphs in Visual Question Answering—0
Predicting Relative Depth between Objects from Semantic Features—0
Latent Alignment of Procedural Concepts in Multimodal RecipesCode0
A Neural Question Answering System for Basic Questions about Subroutines—0
Deep Learning applications for COVID-19—0
Learning Better Sentence Representation with Syntax Information—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System—0
Self Supervision for Attention NetworksCode0
End-to-End Video Question-Answer Generation with Generator-Pretester NetworkCode0
Modeling Global Semantics for Question Answering over Knowledge Bases—0
Show:102550
← PrevPage 295 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