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 3151–3175 of 10817 papers

TitleStatusHype
Efficient Prompt Caching via Embedding Similarity—0
Efficient Prompting for LLM-based Generative Internet of Things—0
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System—0
Dynamic Integration of Background Knowledge in Neural NLU Systems—0
Dynamic Graph Generation Network: Generating Relational Knowledge from Diagrams—0
Explainable Fact-checking through Question Answering—0
Efficient Search for Transformation-based Inference—0
Efficient Tree-based Approximation for Entailment Graph Learning—0
Dynamic Fusion With Intra- and Inter-Modality Attention Flow for Visual Question Answering—0
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
A novel interface for adversarial trivia question-writing—0
A Context-aware Attention Network for Interactive Question Answering—0
A Constituent Syntactic Parse Tree Based Discourse Parser—0
Explainable Multi-hop Verbal Reasoning Through Internal Monologue—0
Answering List Questions using Web as a corpus—0
Explain by Evidence: An Explainable Memory-based Neural Network for Question Answering—0
A Novel Framework for Robustness Analysis of Visual QA Models—0
Dynamic Adaptive Network Intelligence—0
EHRTutor: Enhancing Patient Understanding of Discharge Instructions—0
Explainable Assessment of Healthcare Articles with QA—0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis—0
EICA Team at SemEval-2017 Task 3: Semantic and Metadata-based Features for Community Question Answering—0
EIGEN: Event Influence GENeration using Pre-trained Language Models—0
BioAMA: Towards an End to End BioMedical Question Answering System—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