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 6401–6425 of 10817 papers

TitleStatusHype
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on Text—0
Improved RAMEN: Towards Domain Generalization for Visual Question AnsweringCode0
General-Purpose Question-Answering with MacawCode1
Transformer Models for Text Coherence AssessmentCode1
Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering—0
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text modelsCode1
Weakly Supervised Relative Spatial Reasoning for Visual Question AnsweringCode0
Finetuned Language Models Are Zero-Shot LearnersCode3
Learning Neural Models for Natural Language Processing in the Face of Distributional ShiftCode1
Contextualized Embeddings based Convolutional Neural Networks for Duplicate Question Identification—0
Challenges in Generalization in Open Domain Question AnsweringCode0
Evaluating Recognizing Question Entailment Methods for a Portuguese Community Question-Answering System about Diabetes Mellitus—0
Towards Task-Agnostic Privacy- and Utility-Preserving Models—0
Towards the Application of Calibrated Transformers to the Unsupervised Estimation of Question Difficulty from Text—0
BERT-PersNER: A New Model for Persian Named Entity Recognition—0
Decoupled Transformer for Scalable Inference in Open-domain Question Answering—0
Relying on Discourse Analysis to Answer Complex Questions by Neural Machine Reading Comprehension—0
FinQA: A Dataset of Numerical Reasoning over Financial DataCode1
Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs—0
WebQA: Multihop and Multimodal QACode1
Unsupervised Open-Domain Question Answering—0
Effectiveness of Deep Networks in NLP using BiDAF as an example architecture—0
When Retriever-Reader Meets Scenario-Based Multiple-Choice QuestionsCode0
Contrastive Domain Adaptation for Question Answering using Limited Text CorporaCode1
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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