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 5501–5525 of 10817 papers

TitleStatusHype
BioInstruct: Instruction Tuning of Large Language Models for Biomedical Natural Language Processing—0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph—0
A Fully Coreference-annotated Corpus of Scholarly Papers from the ACL Anthology—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Dynamic Integration of Background Knowledge in Neural NLU Systems—0
Dynamic Graph Generation Network: Generating Relational Knowledge from Diagrams—0
A novel knowledge graph development for industry design: A case study on indirect coal liquefaction process—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
Dynamic Adaptive Network Intelligence—0
A Novel Framework for Robustness Analysis of Visual QA Models—0
BioAMA: Towards an End to End BioMedical Question Answering System—0
DUT-NLP at MEDIQA 2019: An Adversarial Multi-Task Network to Jointly Model Recognizing Question Entailment and Question Answering—0
DUTH at SemEval-2019 Task 8: Part-Of-Speech Features for Question Classification—0
Binding Touch to Everything: Learning Unified Multimodal Tactile Representations—0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis—0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
DUT-BIM at MEDIQA 2019: Utilizing Transformer Network and Medical Domain-Specific Contextualized Representations for Question Answering—0
Duplicate Question Retrieval and Confirmation Time Prediction in Software Communities—0
DUBLIN -- Document Understanding By Language-Image Network—0
A Novel DeBERTa-based Model for Financial Question Answering Task—0
DUAL: Textless Spoken Question Answering with Speech Discrete Unit Adaptive 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