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 1040110450 of 10817 papers

TitleStatusHype
Predicate Matrix: extending SemLink through WordNet mappings0
DBpedia Domains: augmenting DBpedia with domain information0
Combining dependency information and generalization in a pattern-based approach to the classification of lexical-semantic relation instances0
Boosting the creation of a treebank0
Extracting News Web Page Creation Time with DCTFinder0
Crowdsourcing for the identification of event nominals: an experiment0
Creating and using large monolingual parallel corpora for sentential paraphrase generation0
Annotating Question Decomposition on Complex Medical Questions0
A hierarchical taxonomy for classifying hardness of inference tasks0
Open Question Answering with Weakly Supervised Embedding Models0
Domain Adaptation with Active Learning for Coreference Resolution0
Automatic Building and Using Parallel Resources for SMT from Comparable Corpora0
A Natural Language Instructor for pedestrian navigation based in generation by selection0
Recognizing Causality in Verb-Noun Pairs via Noun and Verb Semantics0
Multi-threaded Interaction Management for Dynamic Spatial Applications0
A System for Building FrameNet-like Corpus for the Biomedical Domain0
Tuning HeidelTime for identifying time expressions in clinical texts in English and French0
Unsupervised Relation Extraction of In-Domain Data from Focused Crawls0
Speech-Enabled Hybrid Multilingual Translation for Mobile Devices0
A Hierarchical Bayesian Model for Unsupervised Induction of Script Knowledge0
A Graph-Based Approach to String Regeneration0
Answering List Questions using Web as a corpus0
Empirically-motivated Generalizations of CCG Semantic Parsing Learning Algorithms0
Inducing Example-based Semantic Frames from a Massive Amount of Verb Uses0
Discovering Implicit Discourse Relations Through Brown Cluster Pair Representation and Coreference Patterns0
Encoding Semantic Resources in Syntactic Structures for Passage Reranking0
Leveraging Verb-Argument Structures to Infer Semantic Relations0
PARADIGM: Paraphrase Diagnostics through Grammar Matching0
Chinese Open Relation Extraction for Knowledge Acquisition0
Joint Learning of Entity Linking Constraints Using a Markov-Logic Network0
Random Walks for Knowledge-Based Word Sense Disambiguation0
Analysis of Watson's Strategies for Playing Jeopardy!0
Generating Extractive Summaries of Scientific Paradigms0
Towards Unsupervised Learning of Temporal Relations between Events0
Complex Question Answering: Unsupervised Learning Approaches and Experiments0
News about the Romanian Wordnet0
Coping with Derivation in the Bulgarian Wordnet0
Embedding NomLex-BR nominalizations into OpenWordnet-PT0
Enriching SerbianWordNet and Electronic Dictionaries with Terms from the Culinary Domain0
First steps towards a Predicate Matrix0
Back to Basics for Monolingual Alignment: Exploiting Word Similarity and Contextual Evidence0
Improved CCG Parsing with Semi-supervised Supertagging0
Joint Modeling of Opinion Expression Extraction and Attribute Classification0
Description Logics based Formalization of Wh-Queries0
Robust Computational Semantics0
Want a Good Answer? Ask a Good Question First!0
Architecture of an Ontology-Based Domain-Specific Natural Language Question Answering System0
Identifying Purpose Behind Electoral Tweets0
Classifying Questions in Question Answering System Using Finite State Machines with a Simple Learning Approach0
KOSAC: A Full-Fledged Korean Sentiment Analysis Corpus0
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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