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 90519100 of 10817 papers

TitleStatusHype
Systems' Agreements and Disagreements in Temporal Processing: An Extensive Error Analysis of the TempEval-3 Task0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language0
Retrofitting Word Representations for Unsupervised Sense Aware Word Similarities0
A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality0
Fine-grained Semantic Textual Similarity for Serbian0
Automatic Thesaurus Construction for Modern Hebrew0
Enhancing the AI2 Diagrams Dataset Using Rhetorical Structure TheoryCode0
Abstract Meaning Representation of Constructions: The More We Include, the Better the Representation0
A Corpus to Learn Refer-to-as Relations for Nominals0
KRAUTS: A German Temporally Annotated News CorpusCode0
Huge Automatically Extracted Training-Sets for Multilingual Word SenseDisambiguation0
No more beating about the bush : A Step towards Idiom Handling for Indian Language NLP0
C-HTS: A Concept-based Hierarchical Text Segmentation approachCode0
Action Verb Corpus0
EventWiki: A Knowledge Base of Major Events0
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and NegationCode0
Korean TimeBank Including Relative Temporal Information0
Weaver: Deep Co-Encoding of Questions and Documents for Machine Reading0
An ASP Methodology for Understanding Narratives about Stereotypical Activities0
Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents0
End-Task Oriented Textual Entailment via Deep Explorations of Inter-Sentence InteractionsCode0
TempQuestions: A Benchmark for Temporal Question Answering0
How to Seq2seq for SQL0
Large Scale Scene Text Verification with Guided Attention0
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity CategoriesCode0
QANet: Combining Local Convolution with Global Self-Attention for Reading ComprehensionCode1
Analyzing and Characterizing User Intent in Information-seeking Conversations0
Adversarial Training for Community Question Answer Selection Based on Multi-scale Matching0
NE-Table: A Neural key-value table for Named EntitiesCode0
Expert Finding in Community Question Answering: A Review0
Generative Stock Question Answering0
Unsupervised Natural Language Generation with Denoising AutoencodersCode0
Learning Semantic Textual Similarity from ConversationsCode0
Phrase-Indexed Question Answering: A New Challenge for Scalable Document ComprehensionCode0
Putting Question-Answering Systems into Practice: Transfer Learning for Efficient Domain Customization0
Video based Contextual Question Answering0
Robust Machine Comprehension Models via Adversarial Training0
Training a Ranking Function for Open-Domain Question Answering0
QA4IE: A Question Answering based Framework for Information ExtractionCode0
Question Answering over Freebase via Attentive RNN with Similarity Matrix based CNN0
Question Type Guided Attention in Visual Question Answering0
Simple and Effective Semi-Supervised Question Answering0
Spoken SQuAD: A Study of Mitigating the Impact of Speech Recognition Errors on Listening ComprehensionCode1
Differential Attention for Visual Question AnsweringCode0
Visual Question Reasoning on General Dependency Tree0
A Language for Function Signature RepresentationsCode0
QDEE: Question Difficulty and Expertise Estimation in Community Question Answering SitesCode0
DDRprog: A CLEVR Differentiable Dynamic Reasoning Programmer0
Motion-Appearance Co-Memory Networks for Video Question Answering0
Two can play this Game: Visual Dialog with Discriminative Question Generation and Answering0
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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