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 1035110400 of 10817 papers

TitleStatusHype
Addressing Class Imbalance for Improved Recognition of Implicit Discourse Relations0
A Topic Model for Building Fine-grained Domain-specific Emotion Lexicon0
Training a Korean SRL System with Rich Morphological Features0
Unsupervised Solution Post Identification from Discussion Forums0
Semantic Parsing via Paraphrasing0
Unsupervised Techniques for Extracting and Clustering Complex Events in News0
Semantic Parsing using Distributional Semantics and Probabilistic Logic0
Text-level Discourse Dependency Parsing0
Unsupervised Event Coreference Resolution0
Towards Creation of a Corpus for Argumentation Mining the Biomedical Genetics Research Literature0
Semantic Parsing for Single-Relation Question Answering0
Structured Learning for Taxonomy Induction with Belief Propagation0
Distributed Representations of Sentences and DocumentsCode0
Coreference Resolution for Latvian0
Resource Creation and Evaluation for Multilingual Sentiment Analysis in Social Media Texts0
A Language-independent Approach to Extracting Derivational Relations from an Inflectional Lexicon0
A tool suite for creating question answering benchmarks0
HFST-SweNER --- A New NER Resource for Swedish0
Annotating Question Decomposition on Complex Medical Questions0
Annotating the Focus of Negation in Japanese Text0
Choosing which to use? A study of distributional models for nominal lexical semantic classification0
Morpho-Syntactic Study of Errors from Speech Recognition System0
Classifying Inconsistencies in DBpedia Language Specific Chapters0
Extraction of Daily Changing Words for Question Answering0
HuRIC: a Human Robot Interaction Corpus0
Detecting Subevent Structure for Event Coreference Resolution0
Clustering of Multi-Word Named Entity variants: Multilingual Evaluation0
A cascade approach for complex-type classification0
JUST.ASK, a QA system that learns to answer new questions from previous interactions0
Lexical Substitution Dataset for German0
A hierarchical taxonomy for classifying hardness of inference tasks0
LinkedHealthAnswers: Towards Linked Data-driven Question Answering for the Health Care Domain0
Combining dependency information and generalization in a pattern-based approach to the classification of lexical-semantic relation instances0
NoSta-D Named Entity Annotation for German: Guidelines and Dataset0
A Study on Expert Sourcing Enterprise Question Collection and Classification0
Predicate Matrix: extending SemLink through WordNet mappings0
DBpedia Domains: augmenting DBpedia with domain information0
Crowdsourcing for the identification of event nominals: an experiment0
A Multimodal Corpus of Rapid Dialogue Games0
First approach toward Semantic Role Labeling for Basque0
Creating and using large monolingual parallel corpora for sentential paraphrase generation0
Compounds and distributional thesauri0
Building a Crisis Management Term Resource for Social Media: The Case of Floods and Protests0
Corpus Annotation through Crowdsourcing: Towards Best Practice Guidelines0
Exploiting Portuguese Lexical Knowledge Bases for Answering Open Domain Cloze Questions Automatically0
Extracting News Web Page Creation Time with DCTFinder0
Projection-based Annotation of a Polish Dependency Treebank0
Boosting the creation of a treebank0
Named Entity Tagging a Very Large Unbalanced Corpus: Training and Evaluating NE Classifiers0
The Multilingual Paraphrase Database0
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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