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 96519700 of 10817 papers

TitleStatusHype
N-ary Biographical Relation Extraction using Shortest Path Dependencies0
Pairwise Relation Classification with Mirror Instances and a Combined Convolutional Neural Network0
Filling a Knowledge Graph with a Crowd0
Pairing Wikipedia Articles Across Languages0
Natural Language Processing for Intelligent Access to Scientific Information0
Neural Attention for Learning to Rank Questions in Community Question Answering0
Neural Clinical Paraphrase Generation with Attention0
Feature-Rich Twitter Named Entity Recognition and Classification0
NL2KB: Resolving Vocabulary Gap between Natural Language and Knowledge Base in Knowledge Base Construction and Retrieval0
Non-sentential Question Resolution using Sequence to Sequence Learning0
Interactive-Predictive Machine Translation based on Syntactic Constraints of Prefix0
FastHybrid: A Hybrid Model for Efficient Answer Selection0
An Entity-Based approach to Answering Recurrent and Non-Recurrent Questions with Past Answers0
Extracting Spatial Entities and Relations in Korean Text0
QAF: Frame Semantics-based Question Interpretation0
An Interactive System for Exploring Community Question Answering Forums0
Towards Deep Learning in Hindi NER: An approach to tackle the Labelled Data Sparsity0
Visual Question Answering with Question Representation Update (QRU)0
The Development of Multimodal Lexical Resources0
Semantically Motivated Hebrew Verb-Noun Multi-Word Expressions Identification0
Using Wikipedia and Semantic Resources to Find Answer Types and Appropriate Answer Candidate Sets in Question Answering0
WISDOM X, DISAANA and D-SUMM: Large-scale NLP Systems for Analyzing Textual Big Data0
Selecting Sentences versus Selecting Tree Constituents for Automatic Question Ranking0
Towards Time-Aware Knowledge Graph Completion0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning0
Twitter Named Entity Extraction and Linking Using Differential Evolution0
Towards Building A Domain Agnostic Natural Language Interface to Real-World Relational Databases0
The Open Framework for Developing Knowledge Base And Question Answering System0
What's in an Explanation? Characterizing Knowledge and Inference Requirements for Elementary Science Exams0
Vanilla Classifiers for Distinguishing between Similar Languages0
Task-Oriented Intrinsic Evaluation of Semantic Textual Similarity0
Valencer: an API to Query Valence Patterns in FrameNetCode0
Learning a Natural Language Interface with Neural ProgrammerCode0
Question Retrieval for Community-based Question Answering via Heterogeneous Network Integration Learning0
User Personalized Satisfaction Prediction via Multiple Instance Deep Learning0
A dataset and exploration of models for understanding video data through fill-in-the-blank question-answeringCode0
Answering Image Riddles using Vision and Reasoning through Probabilistic Soft Logic0
Zero-Shot Visual Question Answering0
SimDoc: Topic Sequence Alignment based Document Similarity Framework0
Knowledge Enhanced Hybrid Neural Network for Text Matching0
Leveraging Video Descriptions to Learn Video Question Answering0
Training IBM Watson using Automatically Generated Question-Answer Pairs0
Gaussian Attention Model and Its Application to Knowledge Base Embedding and Question Answering0
Hierarchical Question Answering for Long Documents0
Self-Wiring Question Answering Systems0
Bidirectional Attention Flow for Machine ComprehensionCode0
Dynamic Coattention Networks For Question AnsweringCode0
Answering Complicated Question Intents Expressed in Decomposed Question Sequences0
Learning Recurrent Span Representations for Extractive Question AnsweringCode0
Dual Attention Networks for Multimodal Reasoning and MatchingCode0
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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