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

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Showing 9751–9800 of 10817 papers

TitleStatusHype
Character Identification on Multiparty Conversation: Identifying Mentions of Characters in TV ShowsCode0
Ranking Automatically Generated Questions Using Common Human Queries—0
Measuring Machine Intelligence Through Visual Question Answering—0
Towards Transparent AI Systems: Interpreting Visual Question Answering Models—0
Visual Question: Predicting If a Crowd Will Agree on the Answer—0
Machine Comprehension Using Match-LSTM and Answer PointerCode0
KSR: A Semantic Representation of Knowledge Graph within a Novel Unsupervised Paradigm—0
Using Centroids of Word Embeddings and Word Mover's Distance for Biomedical Document Retrieval in Question Answering—0
Solving Visual Madlibs with Multiple Cues—0
WikiReading: A Novel Large-scale Language Understanding Task over WikipediaCode0
Learning Online Alignments with Continuous Rewards Policy Gradient—0
POLYGLOT: Multilingual Semantic Role Labeling with Unified Labels—0
Improved Representation Learning for Question Answer Matching—0
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description—0
Improving Temporal Relation Extraction with Training Instance Augmentation—0
Proceedings of the Fourth BioASQ workshop—0
Identifying Causal Relations Using Parallel Wikipedia Articles—0
Orthogonality regularizer for question answering—0
Annotating Relation Inference in Context via Question Answering—0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications—0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
HPI Question Answering System in BioASQ 2016—0
How well do Computers Solve Math Word Problems? Large-Scale Dataset Construction and Evaluation—0
QA-It: Classifying Non-Referential It for Question Answer PairsCode0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
Evaluating and Combining Name Entity Recognition Systems—0
Beyond Plain Spatial Knowledge: Determining Where Entities Are and Are Not Located, and For How Long—0
Natural Solution to FraCaS Entailment Problems—0
Multi-source named entity typing for social media—0
Finding the Middle Ground - A Model for Planning Satisficing Answers—0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations—0
Building a Corpus for Japanese Wikification with Fine-Grained Entity Classes—0
``Look, some Green Circles!'': Learning to Quantify from Images—0
Character based String Kernels for Bio-Entity Relation Detection—0
Focused Evaluation for Image Description with Binary Forced-Choice Tasks—0
Mining Paraphrasal Typed Templates from a Plain Text Corpus—0
Combining Natural Logic and Shallow Reasoning for Question Answering—0
MED: The LMU System for the SIGMORPHON 2016 Shared Task on Morphological Reinflection—0
Compositional Learning of Embeddings for Relation Paths in Knowledge Base and Text—0
KSAnswer: Question-answering System of Kangwon National University and Sogang University in the 2016 BioASQ Challenge—0
Easy Questions First? A Case Study on Curriculum Learning for Question Answering—0
Constructing a Japanese Basic Named Entity Corpus of Various Genres—0
LABDA at the 2016 BioASQ challenge task 4a: Semantic Indexing by using ElasticSearch—0
Results of the 4th edition of BioASQ Challenge—0
A Discourse-Annotated Corpus of Conjoined VPs—0
Adding Context to Semantic Data-Driven Paraphrasing—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Deep Fusion LSTMs for Text Semantic Matching—0
A Constituent Syntactic Parse Tree Based Discourse Parser—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified