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 1065110700 of 10817 papers

TitleStatusHype
Assessment of Answers: Online Subjective Examination0
QA: from Turing Test to Intelligent Information Service0
Bengali Question Classification: Towards Developing QA System0
Question Classification and Answering from Procedural Text in English0
Proceedings of the Workshop on Question Answering for Complex Domains0
N-gram and Gazetteer List Based Named Entity Recognition for Urdu: A Scarce Resourced Language0
A New Semantic Lexicon and Similarity Measure in Bangla0
Language Independent Sentence-Level Subjectivity Analysis with Feature Selection0
Anaphora Annotation in Hindi Dependency TreeBank0
Introduction of a Probabilistic Language Model to Non-Factoid Question Answering Using Example Q\&A Pairs0
Combining Social Cognitive Theories with Linguistic Features for Multi-genre Sentiment Analysis0
Predicting Answer Location Using Shallow Semantic Analogical Reasoning in a Factoid Question Answering System0
Annotation Scheme for Constructing Sentiment Corpus in Korean0
Answering Questions Requiring Cross-passage Evidence0
A Model of Vietnamese Person Named Entity Question Answering System0
Thai Sentence Paraphrasing from the Lexical Resource0
English-Korean Named Entity Transliteration Using Substring Alignment and Re-ranking Methods0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text0
Prior versus Contextual Emotion of a Word in a Sentence0
Extracting Context-Rich Entailment Rules from Wikipedia Revision History0
Exploring Temporal Vagueness with Mechanical Turk0
Annotating Coordination in the Penn Treebank0
How do Negation and Modality Impact on Opinions?0
How to Evaluate Opinionated Keyphrase Extraction?0
An End-to-End Evaluation of Two Situated Dialog Systems0
Reinforcement Learning of Question-Answering Dialogue Policies for Virtual Museum Guides0
Improving Implicit Discourse Relation Recognition Through Feature Set Optimization0
Integrating Location, Visibility, and Question-Answering in a Spoken Dialogue System for Pedestrian City Exploration0
A Reranking Model for Discourse Segmentation using Subtree Features0
Contingency and Comparison Relation Labeling and Structure Prediction in Chinese Sentences0
Learning to Model Multilingual Unrestricted Coreference in OntoNotes0
Learning Constraints for Consistent Timeline Extraction0
Answering Opinion Questions on Products by Exploiting Hierarchical Organization of Consumer Reviews0
Explore Person Specific Evidence in Web Person Name Disambiguation0
Learning Verb Inference Rules from Linguistically-Motivated Evidence0
Entity based Q\&A Retrieval0
A New Minimally-Supervised Framework for Domain Word Sense Disambiguation0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis0
PATTY: A Taxonomy of Relational Patterns with Semantic Types0
Extracting Opinion Expressions with semi-Markov Conditional Random Fields0
No Noun Phrase Left Behind: Detecting and Typing Unlinkable Entities0
Collocation Polarity Disambiguation Using Web-based Pseudo Contexts0
Identifying Constant and Unique Relations by using Time-Series Text0
Excitatory or Inhibitory: A New Semantic Orientation Extracts Contradiction and Causality from the Web0
Mixed Membership Markov Models for Unsupervised Conversation Modeling0
Why Question Answering using Sentiment Analysis and Word Classes0
Semeval-2012 Task 8: Cross-lingual Textual Entailment for Content Synchronization0
SAGAN: An approach to Semantic Textual Similarity based on Textual Entailment0
University\_Of\_Sheffield: Two Approaches to Semantic Text Similarity0
sranjans : Semantic Textual Similarity using Maximal Weighted Bipartite Graph Matching0
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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