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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 9401–9425 of 10817 papers

TitleStatusHype
IIT-UHH at SemEval-2017 Task 3: Exploring Multiple Features for Community Question Answering and Implicit Dialogue IdentificationCode0
KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering—0
Character Sequence-to-Sequence Model with Global Attention for Universal Morphological Reinflection—0
Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information—0
A Biomedical Question Answering System in BioASQ 2017—0
Query expansion techniques for information retrieval: A survey—0
Hitachi at SemEval-2017 Task 12: System for temporal information extraction from clinical notes—0
Cross-language Learning with Adversarial Neural Networks—0
PurdueNLP at SemEval-2017 Task 1: Predicting Semantic Textual Similarity with Paraphrase and Event Embeddings—0
FuRongWang at SemEval-2017 Task 3: Deep Neural Networks for Selecting Relevant Answers in Community Question Answering—0
Results of the fifth edition of the BioASQ Challenge—0
Embedded Semantic Lexicon Induction with Joint Global and Local Optimization—0
Automatic classification of doctor-patient questions for a virtual patient record query task—0
NLM\_NIH at SemEval-2017 Task 3: from Question Entailment to Question Similarity for Community Question Answering—0
QU-BIGIR at SemEval 2017 Task 3: Using Similarity Features for Arabic Community Question Answering Forums—0
SemEval-2017 Task 1: Semantic Textual Similarity Multilingual and Crosslingual Focused Evaluation—0
SwissAlps at SemEval-2017 Task 3: Attention-based Convolutional Neural Network for Community Question AnsweringCode0
Tell Me Why: Using Question Answering as Distant Supervision for Answer Justification—0
Spectral Graph-Based Method of Multimodal Word Embedding—0
TakeLab-QA at SemEval-2017 Task 3: Classification Experiments for Answer Retrieval in Community QA—0
Tackling Biomedical Text Summarization: OAQA at BioASQ 5B—0
Talla at SemEval-2017 Task 3: Identifying Similar Questions Through Paraphrase Detection—0
UPC-USMBA at SemEval-2017 Task 3: Combining multiple approaches for CQA for Arabic—0
UINSUSKA-TiTech at SemEval-2017 Task 3: Exploiting Word Importance Levels for Similarity Features for CQA—0
SimBow at SemEval-2017 Task 3: Soft-Cosine Semantic Similarity between Questions for Community Question Answering—0
Show:102550
← PrevPage 377 of 433Next →
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