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 4401–4425 of 10817 papers

TitleStatusHype
Improving Long Text Understanding with Knowledge Distilled from Summarization Model—0
Designing Templates for Eliciting Commonsense Knowledge from Pretrained Sequence-to-Sequence Models—0
BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs—0
Designing dialogue systems: A mean, grumpy, sarcastic chatbot in the browser—0
Designing a Robust Radiology Report Generation System—0
Backward and Forward Language Modeling for Constrained Sentence Generation—0
A Neural Approach to KGQA via SPARQL Silhouette Generation—0
Designing a Communication Bridge between Communities: Participatory Design for a Question-Answering AI Agent—0
Back to Basics for Monolingual Alignment: Exploiting Word Similarity and Contextual Evidence—0
Design and Development of Rule-based open-domain Question-Answering System on SQuAD v2.0 Dataset—0
Backpropagation-Free Multi-modal On-Device Model Adaptation via Cloud-Device Collaboration—0
Adversarial and Safely Scaled Question Generation—0
Improving Opinion-based Question Answering Systems Through Label Error Detection and Overwrite—0
Improving Zero-Shot Cross-lingual Transfer for Multilingual Question Answering over Knowledge Graph—0
Desiderata for the Context Use of Question Answering Systems—0
Description Logics based Formalization of Wh-Queries—0
An Entity-Based approach to Answering Recurrent and Non-Recurrent Questions with Past Answers—0
Description Based Text Classification with Reinforcement Learning—0
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs—0
An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism—0
Backdooring Vision-Language Models with Out-Of-Distribution Data—0
Improving Knowledge Base Construction from Robust Infobox Extraction—0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description—0
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents—0
Dependent Gated Reading for Cloze-Style Question Answering—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