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
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
Learning to Answer Biomedical Questions: OAQA at BioASQ 4BCode0
LABDA at the 2016 BioASQ challenge task 4a: Semantic Indexing by using ElasticSearch—0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations—0
Improving Temporal Relation Extraction with Training Instance Augmentation—0
Multi-source named entity typing for social media—0
KSAnswer: Question-answering System of Kangwon National University and Sogang University in the 2016 BioASQ Challenge—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Proceedings of the Fourth BioASQ workshop—0
Focused Evaluation for Image Description with Binary Forced-Choice Tasks—0
Character based String Kernels for Bio-Entity Relation Detection—0
MED: The LMU System for the SIGMORPHON 2016 Shared Task on Morphological Reinflection—0
Constructing a Japanese Basic Named Entity Corpus of Various Genres—0
Results of the 4th edition of BioASQ Challenge—0
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description—0
Evaluating and Combining Name Entity Recognition Systems—0
HPI Question Answering System in BioASQ 2016—0
``Look, some Green Circles!'': Learning to Quantify from Images—0
VERSE: Event and Relation Extraction in the BioNLP 2016 Shared Task—0
SHEF-Multimodal: Grounding Machine Translation on Images—0
Why ``Blow Out''? A Structural Analysis of the Movie Dialog Dataset—0
A Discourse-Annotated Corpus of Conjoined VPs—0
Learning Semantic Relatedness in Community Question Answering Using Neural Models—0
A Constituent Syntactic Parse Tree Based Discourse Parser—0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
Natural Solution to FraCaS Entailment Problems—0
Adding Context to Semantic Data-Driven Paraphrasing—0
Orthogonality regularizer for question answering—0
Learning to Jointly Predict Ellipsis and Comparison Structures—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
How well do Computers Solve Math Word Problems? Large-Scale Dataset Construction and Evaluation—0
DocChat: An Information Retrieval Approach for Chatbot Engines Using Unstructured Documents—0
Beyond Plain Spatial Knowledge: Determining Where Entities Are and Are Not Located, and For How Long—0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Finding the Middle Ground - A Model for Planning Satisficing Answers—0
Easy Questions First? A Case Study on Curriculum Learning for Question Answering—0
POLYGLOT: Multilingual Semantic Role Labeling with Unified Labels—0
Annotating Relation Inference in Context via Question Answering—0
Identifying Causal Relations Using Parallel Wikipedia Articles—0
Improved Representation Learning for Question Answer Matching—0
Building a Corpus for Japanese Wikification with Fine-Grained Entity Classes—0
QA-It: Classifying Non-Referential It for Question Answer PairsCode0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications—0
Deep Fusion LSTMs for Text Semantic Matching—0
Mining Paraphrasal Typed Templates from a Plain Text Corpus—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