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 10501–10550 of 10817 papers

TitleStatusHype
Confidence Estimation for Knowledge Base Population—0
Automatic Evaluation of Summary Using Textual Entailment—0
Mixing in Some Knowledge: Enriched Context Patterns for Bayesian Word Sense Induction—0
Optimising Tree Edit Distance with Subtrees for Textual Entailment—0
A Dataset for Arabic Textual Entailment—0
A Combined Pattern-based and Distributional Approach for Automatic Hypernym Detection in Dutch.—0
Mining Fine-grained Opinion Expressions with Shallow Parsing—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—0
Evaluation of baseline information retrieval for Polish open-domain Question Answering system—0
Context Independent Term Mapper for European LanguagesCode0
Using a Weighted Semantic Network for Lexical Semantic Relatedness—0
Towards the automatic classification of complex-type nominals—0
Temporal Relation Classification in Persian and English contexts—0
Towards a Structured Representation of Generic Concepts and Relations in Large Text Corpora—0
Why-Question Answering using Intra- and Inter-Sentential Causal Relations—0
SEMILAR: The Semantic Similarity Toolkit—0
Surface Text based Dialogue Models for Virtual Humans—0
Semantic Technologies in IBM Watson—0
User-Controlled, Robust Natural Language Generation from an Evolving Knowledge Base—0
Transfer Learning Based Cross-lingual Knowledge Extraction for Wikipedia—0
The KBGen Challenge—0
Universal Conceptual Cognitive Annotation (UCCA)—0
What causes a causal relation? Detecting Causal Triggers in Biomedical Scientific Discourse—0
Statistical Machine Translation Improves Question Retrieval in Community Question Answering via Matrix Factorization—0
Using a Random Forest Classifier to recognise translations of biomedical terms across languages—0
Transducing Sentences to Syntactic Feature Vectors: an Alternative Way to ``Parse''?—0
SPred: Large-scale Harvesting of Semantic Predicates—0
Using Lexical Expansion to Learn Inference Rules from Sparse Data—0
GlossBoot: Bootstrapping Multilingual Domain Glossaries from the Web—0
Extracting Definitions and Hypernym Relations relying on Syntactic Dependencies and Support Vector Machines—0
ParaQuery: Making Sense of Paraphrase Collections—0
A Two Level Model for Context Sensitive Inference Rules—0
Multimodal DBN for Predicting High-Quality Answers in cQA portals—0
Learning Semantic Textual Similarity with Structural Representations—0
Multilingual WSD-like Constraints for Paraphrase Extraction—0
Learning to Order Natural Language Texts—0
Leveraging Crowdsourcing for Paraphrase Recognition—0
Punctuation Prediction with Transition-based Parsing—0
Generating Synthetic Comparable Questions for News Articles—0
PARMA: A Predicate Argument AlignerCode0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
Chinese Parsing Exploiting CharactersCode0
A Structured Distributional Semantic Model for Event Co-reference—0
Question Classification Transfer—0
Named Entity Recognition in Estonian—0
Dynamic Knowledge-Base Alignment for Coreference Resolution—0
Question Answering Using Enhanced Lexical Semantic Models—0
A Structured Distributional Semantic Model : Integrating Structure with Semantics—0
Open-Domain Information Access with Talking Robots—0
A Java Framework for Multilingual Definition and Hypernym Extraction—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