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
Towards an environment for the production and the validation of lexical semantic resources0
Towards an Integration of Syntactic and Temporal Annotations in Estonian0
WordNet---Wikipedia---Wiktionary: Construction of a Three-way Alignment0
Semi-compositional Method for Synonym Extraction of Multi-Word Terms0
The Language Application Grid0
The DBOX Corpus Collection of Spoken Human-Human and Human-Machine Dialogues0
The Meta-knowledge of Causality in Biomedical Scientific Discourse0
The CUHK Discourse TreeBank for Chinese: Annotating Explicit Discourse Connectives for the Chinese TreeBank0
xLiD-Lexica: Cross-lingual Linked Data Lexica0
Open Question Answering with Weakly Supervised Embedding Models0
PARADIGM: Paraphrase Diagnostics through Grammar Matching0
Inducing Example-based Semantic Frames from a Massive Amount of Verb Uses0
Multi-threaded Interaction Management for Dynamic Spatial Applications0
Encoding Semantic Resources in Syntactic Structures for Passage Reranking0
Chinese Open Relation Extraction for Knowledge Acquisition0
A Hierarchical Bayesian Model for Unsupervised Induction of Script Knowledge0
Empirically-motivated Generalizations of CCG Semantic Parsing Learning Algorithms0
A Graph-Based Approach to String Regeneration0
Recognizing Causality in Verb-Noun Pairs via Noun and Verb Semantics0
A Natural Language Instructor for pedestrian navigation based in generation by selection0
Domain Adaptation with Active Learning for Coreference Resolution0
Automatic Building and Using Parallel Resources for SMT from Comparable Corpora0
Leveraging Verb-Argument Structures to Infer Semantic Relations0
A System for Building FrameNet-like Corpus for the Biomedical Domain0
Answering List Questions using Web as a corpus0
Discovering Implicit Discourse Relations Through Brown Cluster Pair Representation and Coreference Patterns0
Unsupervised Relation Extraction of In-Domain Data from Focused Crawls0
Speech-Enabled Hybrid Multilingual Translation for Mobile Devices0
Tuning HeidelTime for identifying time expressions in clinical texts in English and French0
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
Back to Basics for Monolingual Alignment: Exploiting Word Similarity and Contextual Evidence0
First steps towards a Predicate Matrix0
Improved CCG Parsing with Semi-supervised Supertagging0
Embedding NomLex-BR nominalizations into OpenWordnet-PT0
Enriching SerbianWordNet and Electronic Dictionaries with Terms from the Culinary Domain0
Coping with Derivation in the Bulgarian Wordnet0
News about the Romanian Wordnet0
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
From Textual Entailment to Knowledgeable Machines0
Aligning Verb Senses in Two Italian Lexical Semantic Resources0
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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