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 9051–9100 of 10817 papers

TitleStatusHype
Annotating Zero Anaphora for Question Answering—0
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and NegationCode0
Constructing a Lexicon of Relational Nouns—0
Finely Tuned, 2 Billion Token Based Word Embeddings for Portuguese—0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
A New Annotated Portuguese/Spanish Corpus for the Multi-Sentence Compression Task—0
A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality—0
Retrofitting Word Representations for Unsupervised Sense Aware Word Similarities—0
MMQA: A Multi-domain Multi-lingual Question-Answering Framework for English and Hindi—0
M-CNER: A Corpus for Chinese Named Entity Recognition in Multi-Domains—0
C-HTS: A Concept-based Hierarchical Text Segmentation approachCode0
KIT-Multi: A Translation-Oriented Multilingual Embedding Corpus—0
BioRead: A New Dataset for Biomedical Reading ComprehensionCode0
Automatic Thesaurus Construction for Modern Hebrew—0
A Multi-Domain Framework for Textual Similarity. A Case Study on Question-to-Question and Question-Answering Similarity Tasks—0
Portuguese Named Entity Recognition using Conditional Random Fields and Local Grammars—0
Annotating Attribution Relations in Arabic—0
Augmenting Image Question Answering Dataset by Exploiting Image Captions—0
Korean TimeBank Including Relative Temporal Information—0
Linking, Searching, and Visualizing Entities in Wikipedia—0
Edit me: A Corpus and a Framework for Understanding Natural Language Image Editing—0
Building a Knowledge Graph from Natural Language Definitions for Interpretable Text Entailment Recognition—0
Fine-grained Semantic Textual Similarity for Serbian—0
Learning to Map Natural Language Statements into Knowledge Base Representations for Knowledge Base Construction—0
A Corpus to Learn Refer-to-as Relations for Nominals—0
Huge Automatically Extracted Training-Sets for Multilingual Word SenseDisambiguation—0
Action Verb Corpus—0
No more beating about the bush : A Step towards Idiom Handling for Indian Language NLP—0
Annotating Educational Questions for Student Response Analysis—0
Abstract Meaning Representation of Constructions: The More We Include, the Better the Representation—0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging—0
Towards an ISO Standard for the Annotation of Quantification—0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank—0
Semi-supervised Training Data Generation for Multilingual Question Answering—0
Systems' Agreements and Disagreements in Temporal Processing: An Extensive Error Analysis of the TempEval-3 Task—0
Semantic Equivalence Detection: Are Interrogatives Harder than Declaratives?—0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language—0
T-REx: A Large Scale Alignment of Natural Language with Knowledge Base TriplesCode0
Universal Dependencies for Amharic—0
SemR-11: A Multi-Lingual Gold-Standard for Semantic Similarity and Relatedness for Eleven Languages—0
When ACE met KBP: End-to-End Evaluation of Knowledge Base Population with Component-level Annotation—0
Visual Choice of Plausible Alternatives: An Evaluation of Image-based Commonsense Causal ReasoningCode0
SPADE: Evaluation Dataset for Monolingual Phrase Alignment—0
Transforming Wikipedia into a Large-Scale Fine-Grained Entity Type Corpus—0
Towards a Standardized Dataset for Noun Compound Interpretation—0
The UIR Uncertainty Corpus for Chinese: Annotating Chinese Microblog Corpus for Uncertainty Identification from Social Media—0
Weaver: Deep Co-Encoding of Questions and Documents for Machine Reading—0
An ASP Methodology for Understanding Narratives about Stereotypical Activities—0
Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents—0
End-Task Oriented Textual Entailment via Deep Explorations of Inter-Sentence InteractionsCode0
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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