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 7751–7775 of 10817 papers

TitleStatusHype
ISAAQ - Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention—0
QuAC : Question Answering in Context—0
Curriculum Learning for Compositional Visual Reasoning—0
QUADRo: Dataset and Models for QUestion-Answer Database Retrieval—0
QuaLA-MiniLM: a Quantized Length Adaptive MiniLM—0
Large Language Models Leverage External Knowledge to Extend Clinical Insight Beyond Language Boundaries—0
Qualitative Modeling of Spatial Prepositions and Motion Expressions—0
Curriculum Learning Effectively Improves Low Data VQA—0
Automated Factual Benchmarking for In-Car Conversational Systems using Large Language Models—0
ISAAQ -- Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention—0
IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models—0
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management—0
IRIS: a Chat-oriented Dialogue System based on the Vector Space Model—0
Automated Extraction of Number of Subjects in Randomised Controlled Trials—0
iReason: Multimodal Commonsense Reasoning using Videos and Natural Language with Interpretability—0
Quantum Algorithms for Compositional Text Processing—0
Quantum Language Model with Entanglement Embedding for Question Answering—0
QuArch: A Question-Answering Dataset for AI Agents in Computer Architecture—0
Curio SmartChat : A system for Natural Language Question Answering for Self-Paced K-12 Learning—0
QUASER: Question Answering with Scalable Extractive Rationalization—0
IQViC: In-context, Question Adaptive Vision Compressor for Long-term Video Understanding LMMs—0
CUPID: Adaptive Curation of Pre-training Data for Video-and-Language Representation Learning—0
An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation—0
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering—0
CUNI Submission to MRL 2023 Shared Task on Multi-lingual Multi-task Information Retrieval—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