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
Automatic Evaluation of Summary Using Textual Entailment—0
Answering Questions from Multiple Documents -- the Role of Multi-Document Summarization—0
Context Independent Term Mapper for European LanguagesCode0
A Dataset for Arabic Textual Entailment—0
A Combined Pattern-based and Distributional Approach for Automatic Hypernym Detection in Dutch.—0
Using a Weighted Semantic Network for Lexical Semantic Relatedness—0
Towards a Structured Representation of Generic Concepts and Relations in Large Text Corpora—0
Temporal Relation Classification in Persian and English contexts—0
Optimising Tree Edit Distance with Subtrees for Textual Entailment—0
Confidence Estimation for Knowledge Base Population—0
Evaluation of baseline information retrieval for Polish open-domain Question Answering system—0
Mining Fine-grained Opinion Expressions with Shallow Parsing—0
Mixing in Some Knowledge: Enriched Context Patterns for Bayesian Word Sense Induction—0
Towards the automatic classification of complex-type nominals—0
Using a Random Forest Classifier to recognise translations of biomedical terms across languages—0
Surface Text based Dialogue Models for Virtual Humans—0
Semantic Technologies in IBM Watson—0
Transducing Sentences to Syntactic Feature Vectors: an Alternative Way to ``Parse''?—0
Frequently Asked Questions Retrieval for Croatian Based on Semantic Textual Similarity—0
Leveraging Crowdsourcing for Paraphrase Recognition—0
Open-Domain Information Access with Talking Robots—0
A Structured Distributional Semantic Model : Integrating Structure with Semantics—0
Answer Extraction by Recursive Parse Tree Descent—0
AIDA: Artificial Intelligent Dialogue Agent—0
Reinforcement Learning of Two-Issue Negotiation Dialogue Policies—0
Named Entity Recognition in Estonian—0
MT Quality Estimation: The CMU System for WMT’13—0
A Multithreaded Conversational Interface for Pedestrian Navigation and Question Answering—0
A Case Study Towards Turkish Paraphrase Alignment—0
Interpreting Consumer Health Questions: The Role of Anaphora and Ellipsis—0
User-Controlled, Robust Natural Language Generation from an Evolving Knowledge Base—0
The KBGen Challenge—0
Multilingual WSD-like Constraints for Paraphrase Extraction—0
Learning Adaptable Patterns for Passage Reranking—0
Philosophers are Mortal: Inferring the Truth of Unseen Facts—0
Dynamic Knowledge-Base Alignment for Coreference Resolution—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
A Structured Distributional Semantic Model for Event Co-reference—0
A Java Framework for Multilingual Definition and Hypernym Extraction—0
Minimum Bayes Risk based Answer Re-ranking for Question Answering—0
Question Classification Transfer—0
Question Analysis for Polish Question Answering—0
A Lightweight and High Performance Monolingual Word Aligner—0
Learning Semantic Textual Similarity with Structural Representations—0
Latent Semantic Tensor Indexing for Community-based Question Answering—0
Multimodal DBN for Predicting High-Quality Answers in cQA portals—0
A Two Level Model for Context Sensitive Inference Rules—0
Punctuation Prediction with Transition-based Parsing—0
Learning to Order Natural Language Texts—0
Deceptive Answer Prediction with User Preference Graph—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