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 96019650 of 10817 papers

TitleStatusHype
Mongolian Named Entity Recognition System with Rich Features0
Non-sentential Question Resolution using Sequence to Sequence Learning0
High Accuracy Rule-based Question Classification using Question Syntax and Semantics0
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings0
Reading and Thinking: Re-read LSTM Unit for Textual Entailment Recognition0
PersoNER: Persian Named-Entity RecognitionCode0
ENIAM: Categorial Syntactic-Semantic Parser for Polish0
Machine Translation Evaluation for Arabic using Morphologically-enriched Embeddings0
Context-aware Natural Language Generation for Spoken Dialogue Systems0
K-SRL: Instance-based Learning for Semantic Role Labeling0
Neural Attention for Learning to Rank Questions in Community Question Answering0
Extracting Spatial Entities and Relations in Korean Text0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet0
Chinese Tense Labelling and Causal Analysis0
Langforia: Language Pipelines for Annotating Large Collections of Documents0
Multilingual Aliasing for Auto-Generating Proposition Banks0
Hand in Glove: Deep Feature Fusion Network Architectures for Answer Quality Prediction in Community Question Answering0
FastHybrid: A Hybrid Model for Efficient Answer Selection0
Global Inference to Chinese Temporal Relation Extraction0
Constraint-Based Question Answering with Knowledge GraphCode0
An Interactive System for Exploring Community Question Answering Forums0
Label Embedding for Zero-shot Fine-grained Named Entity Typing0
Pairwise Relation Classification with Mirror Instances and a Combined Convolutional Neural Network0
Incorporating Label Dependency for Answer Quality Tagging in Community Question Answering via CNN-LSTM-CRFCode0
Multilingual Supervision of Semantic Annotation0
Context-Sensitive Inference Rule Discovery: A Graph-Based Method0
Interactive-Predictive Machine Translation based on Syntactic Constraints of Prefix0
Towards Time-Aware Knowledge Graph Completion0
Task-Oriented Intrinsic Evaluation of Semantic Textual Similarity0
Semantically Motivated Hebrew Verb-Noun Multi-Word Expressions Identification0
Revisiting the Evaluation for Cross Document Event Coreference0
Valencer: an API to Query Valence Patterns in FrameNetCode0
Selecting Sentences versus Selecting Tree Constituents for Automatic Question Ranking0
The Open Framework for Developing Knowledge Base And Question Answering System0
WISDOM X, DISAANA and D-SUMM: Large-scale NLP Systems for Analyzing Textual Big Data0
What's in an Explanation? Characterizing Knowledge and Inference Requirements for Elementary Science Exams0
Vanilla Classifiers for Distinguishing between Similar Languages0
Twitter Named Entity Extraction and Linking Using Differential Evolution0
Using Wikipedia and Semantic Resources to Find Answer Types and Appropriate Answer Candidate Sets in Question Answering0
Towards Building A Domain Agnostic Natural Language Interface to Real-World Relational Databases0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning0
Towards Deep Learning in Hindi NER: An approach to tackle the Labelled Data Sparsity0
Categorization of Semantic Roles for Dictionary Definitions0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks0
Proceedings of the Open Knowledge Base and Question Answering Workshop (OKBQA 2016)0
Large-Scale Acquisition of Commonsense Knowledge via a Quiz Game on a Dialogue System0
Annotation and Analysis of Discourse Relations, Temporal Relations and Multi-Layered Situational Relations in Japanese Texts0
Problematic Cases in the Annotation of Negation in Spanish0
QAF: Frame Semantics-based Question Interpretation0
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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