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 9851–9875 of 10817 papers

TitleStatusHype
Zero-shot 3D Question Answering via Voxel-based Dynamic Token Compression—0
Zero-shot Action Localization via the Confidence of Large Vision-Language Models—0
Zero-Shot Anomaly Detection in Battery Thermal Images Using Visual Question Answering with Prior Knowledge—0
Zero-Shot Clinical Questionnaire Filling From Human-Machine Interactions—0
Zero-shot cross-lingual open domain question answering—0
Zero-Shot End-To-End Spoken Question Answering In Medical Domain—0
Zero-Shot Estimation of Base Models' Weights in Ensemble of Machine Reading Comprehension Systems for Robust Generalization—0
Zero-shot Event Causality Identification with Question Answering—0
Zero-shot Event Extraction via Transfer Learning: Challenges and Insights—0
Zero-shot Generalization in Dialog State Tracking through Generative Question Answering—0
Zero-Shot Long-Form Video Understanding through Screenplay—0
Zero-Shot Multi-Hop Question Answering via Monte-Carlo Tree Search with Large Language Models—0
Zero-Shot Question Answering over Financial Documents using Large Language Models—0
Zero-shot Relation Classification as Textual Entailment—0
Assessing biomedical knowledge robustness in large language models by query-efficient sampling attacks—0
Zero-shot Task Transfer for Invoice Extraction via Class-aware QA Ensemble—0
Zero-Shot Text Matching for Automated Auditing using Sentence Transformers—0
Zero-Shot Transfer VQA Dataset—0
Zero-Shot Video Question Answering with Procedural Programs—0
Zero-Shot Visual Question Answering—0
Zero-Shot Visual Reasoning by Vision-Language Models: Benchmarking and Analysis—0
mForms : Multimodal Form-Filling with Question Answering—0
ZEROTOP: Zero-Shot Task-Oriented Semantic Parsing using Large Language Models—0
Ziya-Visual: Bilingual Large Vision-Language Model via Multi-Task Instruction Tuning—0
Zoomer: Adaptive Image Focus Optimization for Black-box MLLM—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