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 6951–6975 of 10817 papers

TitleStatusHype
A View From the Crowd: Evaluation Challenges for Time-Offset Interaction Applications—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work!—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work! (for Answering "Simple" Questions)—0
Non-monotonic Logical Reasoning Guiding Deep Learning for Explainable Visual Question Answering—0
No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities—0
Knowledge Graph Papers @ ICLR 2021—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
A Vietnamese Text-Based Conversational Agent—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domain—0
Knowledge Graph Curation: A Practical Framework—0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation—0
A Vietnamese Question Answering System—0
DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets—0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries—0
DeepPavlov: Open-Source Library for Dialogue Systems—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
Advancing Surgical VQA with Scene Graph Knowledge—0
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering—0
Not to Overfit or Underfit the Source Domains? An Empirical Study of Domain Generalization in Question Answering—0
Knowledge Extraction and Joint Inference Using Tractable Markov Logic—0
Knowledge-Enhanced Named Entity Disambiguation for Short Text—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—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