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 1020110250 of 10817 papers

TitleStatusHype
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation ExtractionCode0
Deep Learning and Continuous Representations for Natural Language Processing0
Chain Based RNN for Relation Classification0
Learning Knowledge Graphs for Question Answering through Conversational Dialog0
Grounded Semantic Parsing for Complex Knowledge Extraction0
Idest: Learning a Distributed Representation for Event Patterns0
Ontologically Grounded Multi-sense Representation Learning for Semantic Vector Space Models0
A Transition-based Algorithm for AMR ParsingCode0
MPQA 3.0: An Entity/Event-Level Sentiment Corpus0
Movie Script Summarization as Graph-based Scene Extraction0
Spinning Straw into Gold: Using Free Text to Train Monolingual Alignment Models for Non-factoid Question Answering0
Information Gathering in Networks via Active Exploration0
Analysis of Temporal Expressions Annotated in Clinical Notes0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings0
Semantic Relations in Discourse: The Current State of ISO 24617-80
End-To-End Memory NetworksCode2
The RatioLog Project: Rational Extensions of Logical Reasoning0
Convolutional Neural Network Architectures for Matching Natural Language SentencesCode0
A Case Based Reasoning Approach for Answer Reranking in Question Answering0
Syntax-based Deep Matching of Short Texts0
Towards Topic-to-Question Generation0
Book Reviews: Recognizing Textual Entailment: Models and Applications by Ido Dagan, Dan Roth, Mark Sammons and Fabio Massimo Zanzotto0
Towards AI-Complete Question Answering: A Set of Prerequisite Toy TasksCode1
Hard to Cheat: A Turing Test based on Answering Questions about Images0
Context-aware Frame-Semantic Role LabelingCode0
Higher-order Lexical Semantic Models for Non-factoid Answer Reranking0
One Vector is Not Enough: Entity-Augmented Distributed Semantics for Discourse Relations0
Cross-Document Co-Reference Resolution using Sample-Based Clustering with Knowledge Enrichment0
Learning a Compositional Semantics for Freebase with an Open Predicate Vocabulary0
Imitation Learning of Agenda-based Semantic ParsersCode0
Exploiting Parallel News Streams for Unsupervised Event Extraction0
Which Step Do I Take First? Troubleshooting with Bayesian Models0
QANUS: An Open-source Question-Answering Platform0
Ripple Down Rules for Question Answering0
Practice in Synonym Extraction at Large Scale0
Deep Learning for Answer Sentence SelectionCode0
Watsonsim: Overview of a Question Answering Engine0
Sentential Paraphrase Generation for Agglutinative Languages Using SVM with a String Kernel0
Creating a PurposeNet Ontology: An insight into the issues encountered during ontology creation0
Accurate Identification of the Karta (Subject) Relation in Bangla0
LMSim : Computing Domain-specific Semantic Word Similarities Using a Language Modeling Approach0
Named Entity Based Answer Extraction form Hindi Text Corpus Using n-grams0
Latent Trees for Coreference Resolution0
Cognitive Systems and Question Answering0
Rapid Adaptation of POS Tagging for Domain Specific Uses0
Towards a Visual Turing Challenge0
Memory NetworksCode0
Exploiting Timegraphs in Temporal Relation Classification0
Learning from a Neighbor: Adapting a Japanese Parser for Korean Through Feature Transfer Learning0
Al-Bayan: An Arabic Question Answering System for the Holy Quran0
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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