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
Representation Learning for Text-level Discourse ParsingCode0
Logical Inference on Dependency-based Compositional Semantics0
Knowledge-Based Question Answering as Machine Translation0
Information Extraction over Structured Data: Question Answering with Freebase0
Unsupervised Solution Post Identification from Discussion Forums0
Semantic Parsing via Paraphrasing0
Structured Learning for Taxonomy Induction with Belief Propagation0
Semantic Parsing for Single-Relation Question Answering0
Training a Korean SRL System with Rich Morphological Features0
Text-level Discourse Dependency Parsing0
Robust Domain Adaptation for Relation Extraction via Clustering Consistency0
Unsupervised Event Coreference Resolution0
Distributed Representations of Sentences and DocumentsCode0
LinkedHealthAnswers: Towards Linked Data-driven Question Answering for the Health Care Domain0
Detecting Subevent Structure for Event Coreference Resolution0
Resource Creation and Evaluation for Multilingual Sentiment Analysis in Social Media Texts0
A tool suite for creating question answering benchmarks0
Named Entity Tagging a Very Large Unbalanced Corpus: Training and Evaluating NE Classifiers0
The Language Application Grid0
The DBOX Corpus Collection of Spoken Human-Human and Human-Machine Dialogues0
WordNet---Wikipedia---Wiktionary: Construction of a Three-way Alignment0
xLiD-Lexica: Cross-lingual Linked Data Lexica0
The CUHK Discourse TreeBank for Chinese: Annotating Explicit Discourse Connectives for the Chinese TreeBank0
The Multilingual Paraphrase Database0
The Meta-knowledge of Causality in Biomedical Scientific Discourse0
Towards an Integration of Syntactic and Temporal Annotations in Estonian0
Towards an environment for the production and the validation of lexical semantic resources0
Semi-compositional Method for Synonym Extraction of Multi-Word Terms0
Lexical Substitution Dataset for German0
Corpus Annotation through Crowdsourcing: Towards Best Practice Guidelines0
First approach toward Semantic Role Labeling for Basque0
A Language-independent Approach to Extracting Derivational Relations from an Inflectional Lexicon0
HuRIC: a Human Robot Interaction Corpus0
Exploiting Portuguese Lexical Knowledge Bases for Answering Open Domain Cloze Questions Automatically0
Extraction of Daily Changing Words for Question Answering0
Building a Crisis Management Term Resource for Social Media: The Case of Floods and Protests0
Choosing which to use? A study of distributional models for nominal lexical semantic classification0
A Study on Expert Sourcing Enterprise Question Collection and Classification0
A Multimodal Corpus of Rapid Dialogue Games0
JUST.ASK, a QA system that learns to answer new questions from previous interactions0
HFST-SweNER --- A New NER Resource for Swedish0
Annotating the Focus of Negation in Japanese Text0
NoSta-D Named Entity Annotation for German: Guidelines and Dataset0
Classifying Inconsistencies in DBpedia Language Specific Chapters0
Clustering of Multi-Word Named Entity variants: Multilingual Evaluation0
Morpho-Syntactic Study of Errors from Speech Recognition System0
Compounds and distributional thesauri0
Projection-based Annotation of a Polish Dependency Treebank0
A cascade approach for complex-type classification0
Coreference Resolution for Latvian0
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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