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

Showing 1010110150 of 10817 papers

TitleStatusHype
Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling0
Answer Selection in Arabic Community Question Answering: A Feature-Rich Approach0
Extracting Time Expressions from Clinical Text0
Learning Word Representations by Jointly Modeling Syntagmatic and Paradigmatic Relations0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Deep Unordered Composition Rivals Syntactic Methods for Text ClassificationCode0
Automatic Keyword Extraction on Twitter0
A Refined End-to-End Discourse Parser0
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions0
FrameNet+: Fast Paraphrastic Tripling of FrameNet0
Discourse-sensitive Automatic Identification of Generic Expressions0
Content Models for Survey Generation: A Factoid-Based Evaluation0
Scalable Semantic Parsing with Partial Ontologies0
MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity0
On metric embedding for boosting semantic similarity computations0
Knowledge Portability with Semantic Expansion of Ontology Labels0
Detecting Semantically Equivalent Questions in Online User Forums0
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition0
Joint Information Extraction and Reasoning: A Scalable Statistical Relational Learning Approach0
Leveraging Linguistic Structure For Open Domain Information Extraction0
A Strategic Reasoning Model for Generating Alternative Answers0
Thread-Level Information for Comment Classification in Community Question Answering0
Sentiment and Belief: How to Think about, Represent, and Annotate Private States0
Structural Representations for Learning Relations between Pairs of Texts0
Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge BaseCode0
The Web as an Implicit Training Set: Application to Noun Compounds Syntax and Semantics0
Semantic Structure Analysis of Noun Phrases using Abstract Meaning Representation0
Transition-based Dependency DAG Parsing Using Dynamic Oracles0
Semantic Interpretation of Superlative Expressions via Structured Knowledge Bases0
Temporal Information Extraction from Korean Texts0
Occam's Gates0
Ask Me Anything: Dynamic Memory Networks for Natural Language ProcessingCode0
Answer Sequence Learning with Neural Networks for Answer Selection in Community Question Answering0
The WDAqua ITN: Answering Questions using Web Data0
Leveraging Textual Features for Best Answer Prediction in Community-based Question Answering0
Large-scale Simple Question Answering with Memory NetworksCode0
What value do explicit high level concepts have in vision to language problems?Code0
SemEval-2015 Task 14: Analysis of Clinical Text0
SemEval-2015 Task 5: QA TempEval - Evaluating Temporal Information Understanding with Question Answering0
VectorSLU: A Continuous Word Vector Approach to Answer Selection in Community Question Answering Systems0
SemEval-2015 Task 2: Semantic Textual Similarity, English, Spanish and Pilot on Interpretability0
SemEval-2015 Task 17: Taxonomy Extraction Evaluation (TExEval)0
Semantic Annotation of Japanese Functional Expressions and its Impact on Factuality Analysis0
TATO: Leveraging on Multiple Strategies for Semantic Textual Similarity0
TALN-UPF: Taxonomy Learning Exploiting CRF-Based Hypernym Extraction on Encyclopedic Definitions0
VisKE: Visual Knowledge Extraction and Question Answering by Visual Verification of Relation Phrases0
Semantics-based Graph Approach to Complex Question-Answering0
Shiraz: A Proposed List Wise Approach to Answer Validation0
Voltron: A Hybrid System For Answer Validation Based On Lexical And Distance Features0
Twitter Paraphrase Identification with Simple Overlap Features and SVMs0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified