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
Automatic Coupling of Answer Extraction and Information Retrieval—0
Extracting Definitions and Hypernym Relations relying on Syntactic Dependencies and Support Vector Machines—0
Paraphrase-Driven Learning for Open Question Answering—0
Multimodal DBN for Predicting High-Quality Answers in cQA portals—0
PLIS: a Probabilistic Lexical Inference System—0
Learning Semantic Textual Similarity with Structural Representations—0
Question Classification Transfer—0
A Lightweight and High Performance Monolingual Word Aligner—0
Joint Inference for Fine-grained Opinion Extraction—0
Joint Inference for Heterogeneous Dependency Parsing—0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
Question Analysis for Polish Question Answering—0
Learning to Order Natural Language Texts—0
Aggregated Word Pair Features for Implicit Discourse Relation Disambiguation—0
A Two Level Model for Context Sensitive Inference Rules—0
Latent Semantic Tensor Indexing for Community-based Question Answering—0
Decipherment—0
Deceptive Answer Prediction with User Preference Graph—0
What causes a causal relation? Detecting Causal Triggers in Biomedical Scientific Discourse—0
Why-Question Answering using Intra- and Inter-Sentential Causal Relations—0
SPred: Large-scale Harvesting of Semantic Predicates—0
Using Lexical Expansion to Learn Inference Rules from Sparse Data—0
SEMILAR: The Semantic Similarity Toolkit—0
Statistical Machine Translation Improves Question Retrieval in Community Question Answering via Matrix Factorization—0
Universal Conceptual Cognitive Annotation (UCCA)—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