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 9001–9050 of 10817 papers

TitleStatusHype
Mining Procedures from Technical Support Documents—0
Hyperbolic Attention Networks—0
A logical representation of Arabic questions toward automatic passage extraction from the Web—0
Joint Image Captioning and Question Answering—0
A Talker Ensemble: the University of Wrocław's Entry to the NIPS 2017 Conversational Intelligence Challenge—0
Energy-Efficient Inference Accelerator for Memory-Augmented Neural Networks on an FPGA—0
Efficient and Robust Question Answering from Minimal Context over DocumentsCode0
Reproducibility Report for "Learning To Count Objects In Natural Images For Visual Question Answering"—0
Annotating Electronic Medical Records for Question Answering—0
Composite Semantic Relation Classification—0
CLINIQA: A Machine Intelligence Based Clinical Question Answering System—0
Did the Model Understand the Question?Code0
New Embedded Representations and Evaluation Protocols for Inferring Transitive Relations—0
I Have Seen Enough: A Teacher Student Network for Video Classification Using Fewer Frames—0
Reciprocal Attention Fusion for Visual Question Answering—0
WikiPassageQA: A Benchmark Collection for Research on Non-factoid Answer Passage Retrieval—0
Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification—0
Annotating Educational Questions for Student Response Analysis—0
MMQA: A Multi-domain Multi-lingual Question-Answering Framework for English and Hindi—0
Annotating Zero Anaphora for Question Answering—0
Portuguese Named Entity Recognition using Conditional Random Fields and Local Grammars—0
Edit me: A Corpus and a Framework for Understanding Natural Language Image Editing—0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
BioRead: A New Dataset for Biomedical Reading ComprehensionCode0
Annotating Attribution Relations in Arabic—0
M-CNER: A Corpus for Chinese Named Entity Recognition in Multi-Domains—0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging—0
Finely Tuned, 2 Billion Token Based Word Embeddings for Portuguese—0
A New Annotated Portuguese/Spanish Corpus for the Multi-Sentence Compression Task—0
PhotoshopQuiA: A Corpus of Non-Factoid Questions and Answers for Why-Question Answering—0
Learning to Map Natural Language Statements into Knowledge Base Representations for Knowledge Base Construction—0
Linking, Searching, and Visualizing Entities in Wikipedia—0
Constructing a Lexicon of Relational Nouns—0
Augmenting Image Question Answering Dataset by Exploiting Image Captions—0
A Multi-Domain Framework for Textual Similarity. A Case Study on Question-to-Question and Question-Answering Similarity Tasks—0
KIT-Multi: A Translation-Oriented Multilingual Embedding Corpus—0
Building a Knowledge Graph from Natural Language Definitions for Interpretable Text Entailment Recognition—0
T-REx: A Large Scale Alignment of Natural Language with Knowledge Base TriplesCode0
SemR-11: A Multi-Lingual Gold-Standard for Semantic Similarity and Relatedness for Eleven Languages—0
Universal Dependencies for Amharic—0
Transforming Wikipedia into a Large-Scale Fine-Grained Entity Type Corpus—0
Towards a Standardized Dataset for Noun Compound Interpretation—0
Semi-supervised Training Data Generation for Multilingual Question Answering—0
Semantic Equivalence Detection: Are Interrogatives Harder than Declaratives?—0
Visual Choice of Plausible Alternatives: An Evaluation of Image-based Commonsense Causal ReasoningCode0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank—0
When ACE met KBP: End-to-End Evaluation of Knowledge Base Population with Component-level Annotation—0
Towards an ISO Standard for the Annotation of Quantification—0
The UIR Uncertainty Corpus for Chinese: Annotating Chinese Microblog Corpus for Uncertainty Identification from Social Media—0
SPADE: Evaluation Dataset for Monolingual Phrase Alignment—0
Show:102550
← PrevPage 181 of 217Next →
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