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

Showing 94019450 of 10817 papers

TitleStatusHype
GW\_QA at SemEval-2017 Task 3: Question Answer Re-ranking on Arabic Fora0
Hitachi at SemEval-2017 Task 12: System for temporal information extraction from clinical notes0
FA3L at SemEval-2017 Task 3: A ThRee Embeddings Recurrent Neural Network for Question Answering0
KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering0
Acquiring Predicate Paraphrases from News Tweets0
Embedded Semantic Lexicon Induction with Joint Global and Local Optimization0
SimBow at SemEval-2017 Task 3: Soft-Cosine Semantic Similarity between Questions for Community Question Answering0
SCIR-QA at SemEval-2017 Task 3: CNN Model Based on Similar and Dissimilar Information between Keywords for Question Similarity0
Ways of Asking and Replying in Duplicate Question Detection0
SemEval-2017 Task 1: Semantic Textual Similarity Multilingual and Crosslingual Focused Evaluation0
TakeLab-QA at SemEval-2017 Task 3: Classification Experiments for Answer Retrieval in Community QA0
SwissAlps at SemEval-2017 Task 3: Attention-based Convolutional Neural Network for Community Question AnsweringCode0
UINSUSKA-TiTech at SemEval-2017 Task 3: Exploiting Word Importance Levels for Similarity Features for CQA0
Talla at SemEval-2017 Task 3: Identifying Similar Questions Through Paraphrase Detection0
UPC-USMBA at SemEval-2017 Task 3: Combining multiple approaches for CQA for Arabic0
SemEval-2017 Task 2: Multilingual and Cross-lingual Semantic Word Similarity0
Learned in Translation: Contextualized Word VectorsCode0
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused EvaluationCode1
MEMEN: Multi-layer Embedding with Memory Networks for Machine Comprehension0
Exploring the Effectiveness of Convolutional Neural Networks for Answer Selection in End-to-End Question Answering0
Question Dependent Recurrent Entity Network for Question AnsweringCode0
Hyperbolic Representation Learning for Fast and Efficient Neural Question AnsweringCode0
Adversarial Examples for Evaluating Reading Comprehension SystemsCode0
MatchZoo: A Toolkit for Deep Text MatchingCode0
Improved Bilinear Pooling with CNNs0
Large-Scale Goodness Polarity Lexicons for Community Question Answering0
Video Question Answering via Attribute-Augmented Attention Network Learning0
Visual Question Answering with Memory-Augmented Networks0
Evaluating Semantic Parsing against a Simple Web-based Question Answering ModelCode0
Quasar: Datasets for Question Answering by Search and ReadingCode0
Effective Approaches to Batch Parallelization for Dynamic Neural Network ArchitecturesCode0
Long-Term Memory Networks for Question Answering0
An Attention Mechanism for Answer Selection Using a Combined Global and Local View0
DeepStory: Video Story QA by Deep Embedded Memory Networks0
Modulating early visual processing by languageCode0
Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension0
Multi-Level Attention Networks for Visual Question Answering0
Kernel Pooling for Convolutional Neural Networks0
Knowledge Acquisition for Visual Question Answering via Iterative Querying0
Latent-Variable PCFGs: Background and Applications0
Integrating Deep Linguistic Features in Factuality Prediction over Unified Datasets0
Extended Named Entity Recognition API and Its Applications in Language Education0
Multimodal Machine Learning: Integrating Language, Vision and Speech0
EviNets: Neural Networks for Combining Evidence Signals for Factoid Question Answering0
Feature-Rich Networks for Knowledge Base Completion0
RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations0
Improving Implicit Discourse Relation Recognition with Discourse-specific Word Embeddings0
Benben: A Chinese Intelligent Conversational Robot0
Building a Non-Trivial Paraphrase Corpus Using Multiple Machine Translation SystemsCode0
Olelo: A Question Answering Application for Biomedicine0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified