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
Semantic Structure Analysis of Noun Phrases using Abstract Meaning Representation0
Transition-based Dependency DAG Parsing Using Dynamic Oracles0
Structural Representations for Learning Relations between Pairs of Texts0
Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge BaseCode0
Semantic Interpretation of Superlative Expressions via Structured Knowledge Bases0
Scalable Semantic Parsing with Partial Ontologies0
Knowledge Portability with Semantic Expansion of Ontology Labels0
Joint Information Extraction and Reasoning: A Scalable Statistical Relational Learning Approach0
MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity0
Orthogonality of Syntax and Semantics within Distributional Spaces0
On metric embedding for boosting semantic similarity computations0
A Strategic Reasoning Model for Generating Alternative Answers0
Leveraging Linguistic Structure For Open Domain Information Extraction0
A Data-Driven, Factorization Parser for CCG Dependency Structures0
Question Answering over Freebase with Multi-Column Convolutional Neural Networks0
Content Models for Survey Generation: A Factoid-Based Evaluation0
Discourse-sensitive Automatic Identification of Generic Expressions0
Aligning Opinions: Cross-Lingual Opinion Mining with Dependencies0
Learning Word Representations by Jointly Modeling Syntagmatic and Paradigmatic Relations0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets0
Machine Comprehension with Discourse Relations0
Learning Answer-Entailing Structures for Machine Comprehension0
Feature Optimization for Constituent Parsing via Neural Networks0
Embedding Methods for Fine Grained Entity Type Classification0
Deep Unordered Composition Rivals Syntactic Methods for Text ClassificationCode0
Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling0
Learning Continuous Word Embedding with Metadata for Question Retrieval in Community Question Answering0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
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
Semantic Annotation of Japanese Functional Expressions and its Impact on Factuality Analysis0
Identifying Various Kinds of Event Mentions in K-Parser Output0
Annotating genericity: a survey, a scheme, and a corpus0
Named Entity Recognition for Arabic Social Media0
Interpreting Questions with a Log-Linear Ranking Model in a Virtual Patient Dialogue System0
Relation Extraction: Perspective from Convolutional Neural Networks0
Committed Belief Tagging on the Factbank and LU Corpora: A Comparative Study0
Event analysis for information extraction from business-based technical documents0
LIST-LUX: Disorder Identification from Clinical Texts0
ICRC-HIT: A Deep Learning based Comment Sequence Labeling System for Answer Selection Challenge0
HLT-FBK: a Complete Temporal Processing System for QA TempEval0
HITSZ-ICRC: Exploiting Classification Approach for Answer Selection in Community Question Answering0
HITSZ-ICRC: An Integration Approach for QA TempEval Challenge0
ECNU: Using Multiple Sources of CQA-based Information for Answers Selection and YES/NO Response Inference0
BluLab: Temporal Information Extraction for the 2015 Clinical TempEval Challenge0
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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