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 4701–4725 of 10817 papers

TitleStatusHype
CrossVQA: Scalably Generating Benchmarks for Systematically Testing VQA Generalization—0
Cross-topic Argument Mining from Heterogeneous Sources—0
Cross-Task Knowledge Transfer for Visually-Grounded Navigation—0
Auto-captions on GIF: A Large-scale Video-sentence Dataset for Vision-language Pre-training—0
An Attention-Based Word-Level Interaction Model: Relation Detection for Knowledge Base Question Answering—0
Cross-Task Generalization via Natural Language Crowdsourcing Instructions—0
Cross-Policy Compliance Detection via Question Answering—0
Autobots Ensemble: Identifying and Extracting Adverse Drug Reaction from Tweets Using Transformer Based Pipelines—0
An Attempt to Unraveling Token Prediction Refinement and Identifying Essential Layers of Large Language Models—0
Admitting Ignorance Helps the Video Question Answering Models to Answer—0
ACL-Fig: A Dataset for Scientific Figure Classification—0
IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models—0
ISAAQ -- Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention—0
Cross-Modal Retrieval Augmentation for Multi-Modal Classification—0
Cross-Modal Reasoning with Event Correlation for Video Question Answering—0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
Anatomy Might Be All You Need: Forecasting What to Do During Surgery—0
Cross-Modal Generative Augmentation for Visual Question Answering—0
Towards an Atlas of Cultural Commonsense for Machine Reasoning—0
AC/DC: LLM-based Audio Comprehension via Dialogue Continuation—0
IQViC: In-context, Question Adaptive Vision Compressor for Long-term Video Understanding LMMs—0
iReason: Multimodal Commonsense Reasoning using Videos and Natural Language with Interpretability—0
A Unified Query-based Generative Model for Question Generation and Question Answering—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Cross-Lingual Transfer Learning for 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