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 9651–9675 of 10817 papers

TitleStatusHype
Visual question answering based evaluation metrics for text-to-image generation—0
Visual Question Answering based on Formal Logic—0
Visual Question Answering based on Local-Scene-Aware Referring Expression Generation—0
Visual Question Answering Dataset for Bilingual Image Understanding: A Study of Cross-Lingual Transfer Using Attention Maps—0
Visual Question Answering for Cultural Heritage—0
Visual question answering: from early developments to recent advances -- a survey—0
Visual Question Answering in Ophthalmology: A Progressive and Practical Perspective—0
Visual Question Answering in Remote Sensing with Cross-Attention and Multimodal Information Bottleneck—0
Visual Question Answering Instruction: Unlocking Multimodal Large Language Model To Domain-Specific Visual Multitasks—0
Visual Question Answering in the Medical Domain—0
Visual Question Answering on 360° Images—0
Visual Question Answering on Image Sets—0
Visual Question Answering on Multiple Remote Sensing Image Modalities—0
Visual Question Answering Using Semantic Information from Image Descriptions—0
Visual Question Answering (VQA) on Images with Superimposed Text—0
Visual Question Answering with Memory-Augmented Networks—0
Visual Question Answering with Prior Class Semantics—0
Visual Question Answering with Question Representation Update (QRU)—0
Visual Question Generation as Dual Task of Visual Question Answering—0
Visual Question: Predicting If a Crowd Will Agree on the Answer—0
Visual Question Reasoning on General Dependency Tree—0
Visual Reference Resolution using Attention Memory for Visual Dialog—0
Visual Relationship Detection using Scene Graphs: A Survey—0
VisualSimpleQA: A Benchmark for Decoupled Evaluation of Large Vision-Language Models in Fact-Seeking Question Answering—0
Visual Superordinate Abstraction for Robust Concept Learning—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