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 1701–1750 of 10817 papers

TitleStatusHype
xGQA: Cross-Lingual Visual Question AnsweringCode1
Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA FrameworkCode1
Entity-Based Knowledge Conflicts in Question AnsweringCode1
Block Pruning For Faster TransformersCode1
Zero-Shot Dialogue State Tracking via Cross-Task TransferCode1
Temporal Pyramid Transformer with Multimodal Interaction for Video Question AnsweringCode1
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQACode1
ReasonBERT: Pre-trained to Reason with Distant SupervisionCode1
KELM: Knowledge Enhanced Pre-Trained Language Representations with Message Passing on Hierarchical Relational GraphsCode1
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question AnsweringCode1
It is AI's Turn to Ask Humans a Question: Question-Answer Pair Generation for Children's Story BooksCode1
TruthfulQA: Measuring How Models Mimic Human FalsehoodsCode1
Self- and Pseudo-self-supervised Prediction of Speaker and Key-utterance for Multi-party Dialogue Reading ComprehensionCode1
Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge BaseCode1
R2-D2: A Modular Baseline for Open-Domain Question AnsweringCode1
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
General-Purpose Question-Answering with MacawCode1
Transformer Models for Text Coherence AssessmentCode1
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text modelsCode1
Learning Neural Models for Natural Language Processing in the Face of Distributional ShiftCode1
WebQA: Multihop and Multimodal QACode1
FinQA: A Dataset of Numerical Reasoning over Financial DataCode1
Contrastive Domain Adaptation for Question Answering using Limited Text CorporaCode1
Dealing with Typos for BERT-based Passage Retrieval and RankingCode1
Semantic-Based Self-Critical Training For Question GenerationCode1
SimVLM: Simple Visual Language Model Pretraining with Weak SupervisionCode1
SMedBERT: A Knowledge-Enhanced Pre-trained Language Model with Structured Semantics for Medical Text MiningCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language TextCode1
X-modaler: A Versatile and High-performance Codebase for Cross-modal AnalyticsCode1
Task-Oriented Multi-User Semantic Communications for VQA TaskCode1
Complex Knowledge Base Question Answering: A SurveyCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
How Optimal is Greedy Decoding for Extractive Question Answering?Code1
FedMatch: Federated Learning Over Heterogeneous Question Answering DataCode1
Dual Reader-Parser on Hybrid Textual and Tabular Evidence for Open Domain Question AnsweringCode1
Sparse Continuous Distributions and Fenchel-Young LossesCode1
Question-controlled Text-aware Image CaptioningCode1
MuSiQue: Multihop Questions via Single-hop Question CompositionCode1
Reader-Guided Passage Reranking for Open-Domain Question AnsweringCode1
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question UnderstandingCode1
Modeling Transitions of Focal Entities for Conversational Knowledge Base Question AnsweringCode1
Check It Again:Progressive Visual Question Answering via Visual EntailmentCode1
Continuous Language Generative FlowCode1
Learning Event Graph Knowledge for Abductive ReasoningCode1
Greedy Gradient Ensemble for Robust Visual Question AnsweringCode1
One Question Answering Model for Many Languages with Cross-lingual Dense Passage RetrievalCode1
Separating Skills and Concepts for Novel Visual Question AnsweringCode1
MarIA: Spanish Language ModelsCode1
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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