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 1045110500 of 10817 papers

TitleStatusHype
From Textual Entailment to Knowledgeable Machines0
Determining is-a relationships for Textual Entailment0
Aligning Verb Senses in Two Italian Lexical Semantic Resources0
Semantic Textual Similarity: past present and future0
Textual Inference and Meaning Representation in Human Robot Interaction0
University Entrance Examinations as a Benchmark Resource for NLP-based Problem Solving0
Semi-Supervised Answer Extraction from Discussion Forums0
Using Shallow Semantic Parsing and Relation Extraction for Finding Contradiction in Text0
What Information is Helpful for Dependency Based Semantic Role Labeling0
An Efficient Active Learning Framework for New Relation Types0
Exploiting User Search Sessions for the Semantic Categorization of Question-like Informational Search Queries0
High Quality Dependency Selection from Automatic Parses0
A Factoid Question Answering System Using Answer Pattern Matching0
Chinese Named Entity Abbreviation Generation Using First-Order Logic0
Learning Based Approaches for Vietnamese Question Classification Using Keywords Extraction from the Web0
Detecting Bot-Answerable Questions in Ubuntu Chat0
A Lexicon-based Investigation of Research Issues in Japanese Factuality Analysis0
A Novel Approach Towards Incorporating Context Processing Capabilities in NLIDB System0
Detecting Spammers in Community Question Answering0
Feature Selection Using a Semantic Hierarchy for Event Recognition and Type Classification0
Cross-Domain Answer Ranking using Importance Sampling0
Natural Language Query Refinement for Problem Resolution from Crowd-Sourced Semi-Structured Data0
An Empirical Study of Combing Multiple Models in Bengali Question Classification0
An Empirical Assessment of Contemporary Online Media in Ad-Hoc Corpus Creation for Social Events0
Mining Japanese Compound Words and Their Pronunciations from Web Pages and Tweets0
Automatically Developing a Fine-grained Arabic Named Entity Corpus and Gazetteer by utilizing Wikipedia0
Labeled Alignment for Recognizing Textual Entailment0
Effect of Non-linear Deep Architecture in Sequence Labeling0
JoBimText Visualizer: A Graph-based Approach to Contextualizing Distributional Similarity0
Developing ML-based Systems to Extract Medical Information from Japanese Medical History Summaries0
Malayalam Clause Boundary Identifier: Annotation and Evaluation0
Exploiting Language Models for Visual Recognition0
Exploiting Multiple Sources for Open-Domain Hypernym Discovery0
A Dataset for Research on Short-Text Conversations0
Question Difficulty Estimation in Community Question Answering Services0
A Hierarchical Entity-Based Approach to Structuralize User Generated Content in Social Media: A Case of Yahoo! Answers0
Growing Multi-Domain Glossaries from a Few Seeds using Probabilistic Topic Models0
Event-Based Time Label Propagation for Automatic Dating of News Articles0
Harvesting Parallel News Streams to Generate Paraphrases of Event Relations0
Automatic Feature Engineering for Answer Selection and Extraction0
A Discourse-Driven Content Model for Summarising Scientific Articles Evaluated in a Complex Question Answering Task0
Interpreting Anaphoric Shell Nouns using Antecedents of Cataphoric Shell Nouns as Training Data0
Learning Biological Processes with Global Constraints0
Scaling Semantic Parsers with On-the-Fly Ontology Matching0
Unsupervised Relation Extraction with General Domain Knowledge0
The Answer is at your Fingertips: Improving Passage Retrieval for Web Question Answering with Search Behavior Data0
Unsupervised Induction of Cross-Lingual Semantic Relations0
Semi-Markov Phrase-Based Monolingual Alignment0
Using Paraphrases and Lexical Semantics to Improve the Accuracy and the Robustness of Supervised Models in Situated Dialogue Systems0
Learning to answer questions0
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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