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 8801–8850 of 10817 papers

TitleStatusHype
Computing Word Classes Using Spectral Clustering—0
SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense Inference—0
Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question AnsweringCode0
Lingke: A Fine-grained Multi-turn Chatbot for Customer Service—0
Learning to Represent Bilingual DictionariesCode0
Question-Guided Hybrid Convolution for Visual Question Answering—0
Learning to Focus when Ranking Answers—0
ODSQA: Open-domain Spoken Question Answering DatasetCode0
A Joint Sequence Fusion Model for Video Question Answering and RetrievalCode0
Visual Reasoning with Multi-hop Feature ModulationCode0
Utilizing Graph Measure to Deduce Omitted Entities in Paragraphs—0
WARP-Text: a Web-Based Tool for Annotating Relationships between Pairs of TextsCode0
Scoring and Classifying Implicit Positive Interpretations: A Challenge of Class ImbalanceCode0
T-Know: a Knowledge Graph-based Question Answering and Infor-mation Retrieval System for Traditional Chinese Medicine—0
Towards Automated Extraction of Business Constraints from Unstructured Regulatory Text—0
Semi-Supervised Disfluency Detection—0
The APVA-TURBO Approach To Question Answering in Knowledge Base—0
Farewell Freebase: Migrating the SimpleQuestions Dataset to DBpediaCode0
A LSTM Approach with Sub-Word Embeddings for Mongolian Phrase Break Prediction—0
Pattern-revising Enhanced Simple Question Answering over Knowledge Bases—0
Frame Semantics across Languages: Towards a Multilingual FrameNet—0
Deep Bayesian Learning and Understanding—0
LCQMC:A Large-scale Chinese Question Matching Corpus—0
One vs. Many QA Matching with both Word-level and Sentence-level Attention Network—0
Knowledge as A Bridge: Improving Cross-domain Answer Selection with External Knowledge—0
Integrating Question Classification and Deep Learning for improved Answer Selection—0
A Review on Deep Learning Techniques Applied to Answer Selection—0
A Neural Question Answering Model Based on Semi-Structured Tables—0
AMR Beyond the Sentence: the Multi-sentence AMR corpus—0
Learning to Generate Word Representations using Subword Information—0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
NIPS Conversational Intelligence Challenge 2017 Winner System: Skill-based Conversational Agent with Supervised Dialog ManagerCode0
Practical Parsing for Downstream Applications—0
Answerable or Not: Devising a Dataset for Extending Machine Reading Comprehension—0
Cooperative Denoising for Distantly Supervised Relation Extraction—0
Open-Domain Event Detection using Distant SupervisionCode0
Extractive Headline Generation Based on Learning to Rank for Community Question Answering—0
Adversarial Multi-lingual Neural Relation ExtractionCode0
A review of Spanish corpora annotated with negationCode0
Adversarial Feature Adaptation for Cross-lingual Relation ClassificationCode0
Joint Modeling of Structure Identification and Nuclearity Recognition in Macro Chinese Discourse Treebank—0
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory—0
Attributed and Predictive Entity Embedding for Fine-Grained Entity Typing in Knowledge BasesCode0
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators—0
Employing Text Matching Network to Recognise Nuclearity in Chinese Discourse—0
Exploiting Structure in Representation of Named Entities using Active Learning—0
Adopting the Word-Pair-Dependency-Triplets with Individual Comparison for Natural Language Inference—0
They Exist! Introducing Plural Mentions to Coreference Resolution and Entity LinkingCode0
Treat us like the sequences we are: Prepositional Paraphrasing of Noun Compounds using LSTM—0
Visual Question Answering Dataset for Bilingual Image Understanding: A Study of Cross-Lingual Transfer Using Attention Maps—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