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 1015110200 of 10817 papers

TitleStatusHype
IXAGroupEHUSpaceEval: (X-Space) A WordNet-based approach towards the Automatic Recognition of Spatial Information following the ISO-Space Annotation Scheme0
JAIST: Combining multiple features for Answer Selection in Community Question Answering0
QCRI: Answer Selection for Community Question Answering - Experiments for Arabic and English0
Al-Bayan: A Knowledge-based System for Arabic Answer Selection0
FBK-HLT: An Application of Semantic Textual Similarity for Answer Selection in Community Question Answering0
FCICU: The Integration between Sense-Based Kernel and Surface-Based Methods to Measure Semantic Textual Similarity0
DLS@CU: Sentence Similarity from Word Alignment and Semantic Vector Composition0
CoMiC: Adapting a Short Answer Assessment System for Answer Selection0
TALN-UPF: Taxonomy Learning Exploiting CRF-Based Hypernym Extraction on Encyclopedic Definitions0
Voltron: A Hybrid System For Answer Validation Based On Lexical And Distance Features0
SemEval-2015 Task 5: QA TempEval - Evaluating Temporal Information Understanding with Question Answering0
SemEval-2015 Task 2: Semantic Textual Similarity, English, Spanish and Pilot on Interpretability0
VectorSLU: A Continuous Word Vector Approach to Answer Selection in Community Question Answering Systems0
SemEval-2015 Task 14: Analysis of Clinical Text0
SemEval-2015 Task 17: Taxonomy Extraction Evaluation (TExEval)0
Shiraz: A Proposed List Wise Approach to Answer Validation0
TATO: Leveraging on Multiple Strategies for Semantic Textual Similarity0
Towards a Better Semantic Role Labeling of Complex Predicates0
yiGou: A Semantic Text Similarity Computing System Based on SVM0
Semantics-based Graph Approach to Complex Question-Answering0
Twitter Paraphrase Identification with Simple Overlap Features and SVMs0
ECNU: Using Traditional Similarity Measurements and Word Embedding for Semantic Textual Similarity Estimation0
Relation Extraction from Community Generated Question-Answer Pairs0
An Open-source Framework for Multi-level Semantic Similarity Measurement0
Entity/Event-Level Sentiment Detection and Inference0
Question Answering System using Multiple Information Source and Open Type Answer Merge0
Natural Language Question Answering and Analytics for Diverse and Interlinked Datasets0
ECNU: Leveraging Word Embeddings to Boost Performance for Paraphrase in Twitter0
Initial Steps for Building a Lexicon of Adjectives with Scalemates0
Narrowing the Loop: Integration of Resources and Linguistic Dataset Development with Interactive Machine Learning0
A Concrete Chinese NLP Pipeline0
A Distant Supervision Approach to Semantic Role Labeling0
Graph-based Coherence Modeling For Assessing Readability0
Brahmi-Net: A transliteration and script conversion system for languages of the Indian subcontinent0
AMRITA\_CEN@SemEval-2015: Paraphrase Detection for Twitter using Unsupervised Feature Learning with Recursive Autoencoders0
Learning Structures of Negations from Flat Annotations0
CICBUAPnlp: Graph-Based Approach for Answer Selection in Community Question Answering Task0
Multi-Level Alignments As An Extensible Representation Basis for Textual Entailment Algorithms0
Lean Question Answering over Freebase from Scratch0
Combining Seemingly Incompatible Corpora for Implicit Semantic Role Labeling0
Efficient Global Learning of Entailment Graphs0
VisKE: Visual Knowledge Extraction and Question Answering by Visual Verification of Relation Phrases0
Learning to Answer Questions From Image Using Convolutional Neural Network0
Visual Madlibs: Fill in the blank Image Generation and Question Answering0
A survey of SMS based Information Systems0
Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question AnsweringCode0
Exploring Models and Data for Image Question AnsweringCode0
Ask Your Neurons: A Neural-based Approach to Answering Questions about Images0
Linguistically Motivated Question Classification0
Supersense tagging for Danish0
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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