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
MarioQA: Answering Questions by Watching Gameplay Videos0
Probabilistic Neural Programs0
A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet0
Incorporating Label Dependency for Answer Quality Tagging in Community Question Answering via CNN-LSTM-CRFCode0
Hybrid Question Answering over Knowledge Base and Free Text0
Annotation and Analysis of Discourse Relations, Temporal Relations and Multi-Layered Situational Relations in Japanese Texts0
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings0
Global Inference to Chinese Temporal Relation Extraction0
Improvement of VerbNet-like resources by frame typing0
Different Contexts Lead to Different Word Embeddings0
Dialog-based Language Learning0
Distributional Hypernym Generation by Jointly Learning Clusters and Projections0
PersoNER: Persian Named-Entity RecognitionCode0
Dedicated Workflow Management for OKBQA Framework0
Revisiting the Evaluation for Cross Document Event Coreference0
A Dataset for Multimodal Question Answering in the Cultural Heritage Domain0
Large-Scale Acquisition of Commonsense Knowledge via a Quiz Game on a Dialogue System0
Machine Translation Evaluation for Arabic using Morphologically-enriched Embeddings0
Double Topic Shifts in Open Domain Conversations: Natural Language Interface for a Wikipedia-based Robot Application0
Context-Sensitive Inference Rule Discovery: A Graph-Based Method0
Langforia: Language Pipelines for Annotating Large Collections of Documents0
Label Embedding for Zero-shot Fine-grained Named Entity Typing0
Context-aware Natural Language Generation for Spoken Dialogue Systems0
Constraint-Based Question Answering with Knowledge GraphCode0
K-SRL: Instance-based Learning for Semantic Role Labeling0
Compound Type Identification in Sanskrit: What Roles do the Corpus and Grammar Play?0
From Entity Linking to Question Answering -- Recent Progress on Semantic Grounding Tasks0
Combining Lexical and Semantic-based Features for Answer Sentence Selection0
Hand in Glove: Deep Feature Fusion Network Architectures for Answer Quality Prediction in Community Question Answering0
Microsyntactic Phenomena as a Computational Linguistics Issue0
A Hierarchical Neural Network for Information Extraction of Product Attribute and Condition Sentences0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks0
Chinese Tense Labelling and Causal Analysis0
Answer Presentation in Question Answering over Linked Data using Typed Dependency Subtree Patterns0
Character-Aware Neural Networks for Arabic Named Entity Recognition for Social Media0
Mongolian Named Entity Recognition System with Rich Features0
Reading and Thinking: Re-read LSTM Unit for Textual Entailment Recognition0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
Categorization of Semantic Roles for Dictionary Definitions0
Answering Yes-No Questions by Penalty Scoring in History Subjects of University Entrance Examinations0
Problematic Cases in the Annotation of Negation in Spanish0
Multilingual Aliasing for Auto-Generating Proposition Banks0
Multilingual Supervision of Semantic Annotation0
Building a Dictionary of Affixal NegationsCode0
Proceedings of the Open Knowledge Base and Question Answering Workshop (OKBQA 2016)0
High Accuracy Rule-based Question Classification using Question Syntax and Semantics0
ENIAM: Categorial Syntactic-Semantic Parser for Polish0
Entity-Supported Summarization of Biomedical Abstracts0
BioMedLAT Corpus: Annotation of the Lexical Answer Type for Biomedical QuestionsCode0
Name Variation in Community Question Answering Systems0
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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