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 10551–10575 of 10817 papers

TitleStatusHype
Frequently Asked Questions Retrieval for Croatian Based on Semantic Textual Similarity—0
Extracting Definitions and Hypernym Relations relying on Syntactic Dependencies and Support Vector Machines—0
Learning Adaptable Patterns for Passage Reranking—0
Leveraging Crowdsourcing for Paraphrase Recognition—0
Evaluating Text Segmentation using Boundary Edit Distance—0
Joint Inference for Heterogeneous Dependency Parsing—0
PLIS: a Probabilistic Lexical Inference System—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Learning Semantic Textual Similarity with Structural Representations—0
A Structured Distributional Semantic Model for Event Co-reference—0
A Structured Distributional Semantic Model : Integrating Structure with Semantics—0
Aggregated Word Pair Features for Implicit Discourse Relation Disambiguation—0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
FrameNet on the Way to Babel: Creating a Bilingual FrameNet Using Wiktionary as Interlingual Connection—0
Combining Intra- and Multi-sentential Rhetorical Parsing for Document-level Discourse Analysis—0
Question Answering Using Enhanced Lexical Semantic Models—0
Philosophers are Mortal: Inferring the Truth of Unseen Facts—0
Interpreting Consumer Health Questions: The Role of Anaphora and Ellipsis—0
A Case Study Towards Turkish Paraphrase Alignment—0
A Lightweight and High Performance Monolingual Word Aligner—0
Exploiting Qualitative Information from Automatic Word Alignment for Cross-lingual NLP Tasks—0
Question Classification Transfer—0
Leveraging Synthetic Discourse Data via Multi-task Learning for Implicit Discourse Relation Recognition—0
Multilingual WSD-like Constraints for Paraphrase Extraction—0
AIDA: Artificial Intelligent Dialogue Agent—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