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 9351–9400 of 10817 papers

TitleStatusHype
Learning to Disambiguate by Asking Discriminative Questions—0
Robust Computer Algebra, Theorem Proving, and Oracle AI—0
ISS-MULT: Intelligent Sample Selection for Multi-Task Learning in Question Answering—0
Asking Too Much? The Rhetorical Role of Questions in Political Discourse—0
Automatic Question-Answering Using A Deep Similarity Neural Network—0
Multi-modal Factorized Bilinear Pooling with Co-Attention Learning for Visual Question AnsweringCode0
MemexQA: Visual Memex Question AnsweringCode0
A Simple Loss Function for Improving the Convergence and Accuracy of Visual Question Answering ModelsCode0
Query expansion techniques for information retrieval: A survey—0
Evaluating Natural Language Understanding Services for Conversational Question Answering SystemsCode0
Redundancy Localization for the Conversationalization of Unstructured Responses—0
Assessing the performance of Olelo, a real-time biomedical question answering application—0
Evaluating Feature Extraction Methods for Knowledge-based Biomedical Word Sense Disambiguation—0
A Multi-strategy Query Processing Approach for Biomedical Question Answering: USTB\_PRIR at BioASQ 2017 Task 5B—0
Mining Social Science Publications for Survey Variables—0
A Biomedical Question Answering System in BioASQ 2017—0
Modeling Large-Scale Structured Relationships with Shared Memory for Knowledge Base Completion—0
Macquarie University at BioASQ 5b -- Query-based Summarisation Techniques for Selecting the Ideal Answers—0
Results of the fifth edition of the BioASQ Challenge—0
Automatic classification of doctor-patient questions for a virtual patient record query task—0
Tackling Biomedical Text Summarization: OAQA at BioASQ 5B—0
The Event StoryLine Corpus: A New Benchmark for Causal and Temporal Relation Extraction—0
Spectral Graph-Based Method of Multimodal Word Embedding—0
The Rich Event Ontology—0
Sentence Alignment using Unfolding Recursive Autoencoders—0
Towards Harnessing Memory Networks for Coreference Resolution—0
Seq2seq for Morphological Reinflection: When Deep Learning Fails—0
Robust Coreference Resolution and Entity Linking on Dialogues: Character Identification on TV Show Transcripts—0
Tell Me Why: Using Question Answering as Distant Supervision for Answer Justification—0
UParse: the Edinburgh system for the CoNLL 2017 UD shared task—0
Learning What is Essential in QuestionsCode0
Delexicalized transfer parsing for low-resource languages using transformed and combined treebanks—0
Character Sequence-to-Sequence Model with Global Attention for Universal Morphological Reinflection—0
Cross-language Learning with Adversarial Neural Networks—0
Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information—0
Beihang-MSRA at SemEval-2017 Task 3: A Ranking System with Neural Matching Features for Community Question Answering—0
HCTI at SemEval-2017 Task 1: Use convolutional neural network to evaluate Semantic Textual Similarity—0
IIT-UHH at SemEval-2017 Task 3: Exploring Multiple Features for Community Question Answering and Implicit Dialogue IdentificationCode0
BIT at SemEval-2017 Task 1: Using Semantic Information Space to Evaluate Semantic Textual Similarity—0
LearningToQuestion at SemEval 2017 Task 3: Ranking Similar Questions by Learning to Rank Using Rich Features—0
Learning to Solve Geometry Problems from Natural Language Demonstrations in Textbooks—0
ECNU at SemEval-2017 Task 3: Using Traditional and Deep Learning Methods to Address Community Question Answering Task—0
MoRS at SemEval-2017 Task 3: Easy to use SVM in Ranking Tasks—0
NLM\_NIH at SemEval-2017 Task 3: from Question Entailment to Question Similarity for Community Question Answering—0
EICA Team at SemEval-2017 Task 3: Semantic and Metadata-based Features for Community Question Answering—0
QU-BIGIR at SemEval 2017 Task 3: Using Similarity Features for Arabic Community Question Answering Forums—0
PurdueNLP at SemEval-2017 Task 1: Predicting Semantic Textual Similarity with Paraphrase and Event Embeddings—0
bunji at SemEval-2017 Task 3: Combination of Neural Similarity Features and Comment Plausibility Features—0
FuRongWang at SemEval-2017 Task 3: Deep Neural Networks for Selecting Relevant Answers in Community Question Answering—0
Detecting Asymmetric Semantic Relations in Context: A Case-Study on Hypernymy Detection—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