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 4526–4550 of 10817 papers

TitleStatusHype
Unsupervised Dense Retrieval Training with Web AnchorsCode0
Multi-hop Commonsense Knowledge Injection Framework for Zero-Shot Commonsense Question Answering—0
Large Language Models Need Holistically Thought in Medical Conversational QACode0
Vision-Language Models in Remote Sensing: Current Progress and Future TrendsCode1
Large Language Model Programs—0
MAUPQA: Massive Automatically-created Polish Question Answering Dataset—0
Knowledge-enhanced Agents for Interactive Text Games—0
Event Knowledge Incorporation with Posterior Regularization for Event-Centric Question AnsweringCode0
A Frustratingly Easy Improvement for Position Embeddings via Random Padding—0
SkillQG: Learning to Generate Question for Reading Comprehension Assessment—0
FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answering—0
Visual Causal Scene Refinement for Video Question AnsweringCode3
OpenViVQA: Task, Dataset, and Multimodal Fusion Models for Visual Question Answering in VietnameseCode0
Adaptive loose optimization for robust question answeringCode0
SRTK: A Toolkit for Semantic-relevant Subgraph RetrievalCode1
Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought FrameworkCode1
NewsQuote: A Dataset Built on Quote Extraction and Attribution for Expert Recommendation in Fact-CheckingCode0
T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Mixed Large Language Model Signals for Science Question AnsweringCode1
From Parse-Execute to Parse-Execute-Refine: Improving Semantic Parser for Complex Question Answering over Knowledge Base—0
Multi-View Graph Representation Learning for Answering Hybrid Numerical Reasoning QuestionCode0
LMEye: An Interactive Perception Network for Large Language ModelsCode1
Analysis of Visual Question Answering Algorithms with attention model—0
DomainInv: Domain Invariant Fine Tuning and Adversarial Label Correction For QA Domain Adaptation—0
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
VideoOFA: Two-Stage Pre-Training for Video-to-Text Generation—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