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 7451–7500 of 10817 papers

TitleStatusHype
Multichannel LSTM-CNN for Telugu Text Classification—0
MUCS@TechDOfication using FineTuned Vectors and n-grams—0
Red Dragon AI at TextGraphs 2020 Shared Task : LIT : LSTM-Interleaved Transformer for Multi-Hop Explanation Ranking—0
Using the Poly-encoder for a COVID-19 Question Answering SystemCode0
Bridging Question Answering and Discourse The case of Multi-Sentence Questions—0
Modelling Long-distance Node Relations for KBQA with Global Dynamic Graph—0
Answering Product-related Questions with Heterogeneous Information—0
Uncertainty Modeling for Machine Comprehension Systems using Efficient Bayesian Neural Networks—0
Answering Legal Questions by Learning Neural Attentive Text Representation—0
Meta-Embeddings for Natural Language Inference and Semantic Similarity tasks—0
Question and Answer pair generation for Telugu short stories—0
SQL Generation via Machine Reading ComprehensionCode0
Transformer based Natural Language Generation for Question-Answering—0
Domino at FinCausal 2020, Task 1 and 2: Causal Extraction SystemCode0
Reading Comprehension as Natural Language Inference:A Semantic Analysis—0
Annobot: Platform for Annotating and Creating Datasets through Conversation with a ChatbotCode0
Leveraging Structured Metadata for Improving Question Answering on the Web—0
Schema Aware Semantic Reasoning for Interpreting Natural Language Queries in Enterprise Settings—0
Dialogue over Context and Structured Knowledge using a Neural Network Model with External Memories—0
Towards Knowledge-Augmented Visual Question AnsweringCode0
Development of Hybrid Algorithm for Automatic Extraction of Multiword Expressions from Monolingual and Parallel Corpus of English and Punjabi—0
Designing Templates for Eliciting Commonsense Knowledge from Pretrained Sequence-to-Sequence Models—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—0
Knowledge-Enhanced Named Entity Disambiguation for Short Text—0
An empirical analysis of existing systems and datasets toward general simple question answeringCode0
Automatic Evaluation vs. User Preference in Neural Textual QuestionAnswering over COVID-19 Scientific Literature—0
Automated Graph Generation at Sentence Level for Reading Comprehension Based on Conceptual Graphs—0
IntKB: A Verifiable Interactive Framework for Knowledge Base CompletionCode0
Autobots Ensemble: Identifying and Extracting Adverse Drug Reaction from Tweets Using Transformer Based Pipelines—0
A Unified Framework for Multilingual and Code-Mixed Visual Question Answering—0
Creation of Corpus and Analysis in Code-Mixed Kannada-English Social Media Data for POS Tagging—0
Counterfactual Vision-and-Language Navigation: Unravelling the Unseen—0
Pushing the Limits of Narrow Precision Inferencing at Cloud Scale with Microsoft Floating Point—0
Contextual Embeddings for Arabic-English Code-Switched DataCode0
A Multilingual Reading Comprehension System for more than 100 Languages—0
Handling Anomalies of Synthetic Questions in Unsupervised Question Answering—0
Graph-Based Knowledge Integration for Question Answering over Dialogue—0
Towards building a Robust Industry-scale Question Answering System—0
A Data-Driven Study of Commonsense Knowledge using the ConceptNet Knowledge Base—0
FFCI: A Framework for Interpretable Automatic Evaluation of SummarizationCode0
A question-answering system for aircraft pilots' documentation—0
Learning from Lexical Perturbations for Consistent Visual Question AnsweringCode0
A Panoramic Survey of Natural Language Processing in the Arab World—0
Domain-Transferable Method for Named Entity Recognition Task—0
mForms : Multimodal Form-Filling with Question Answering—0
Siamese Tracking with Lingual Object ConstraintsCode0
Modular Graph Attention Network for Complex Visual Relational Reasoning—0
Cross-Domain Generalization Through Memorization: A Study of Nearest Neighbors in Neural Duplicate Question Detection—0
Self-Supervised learning with cross-modal transformers for emotion recognition—0
What do we expect from Multiple-choice QA Systems?—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