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 1000110050 of 10817 papers

TitleStatusHype
Neural Programmer: Inducing Latent Programs with Gradient Descent0
Yin and Yang: Balancing and Answering Binary Visual Questions0
Uncovering Temporal Context for Video Question and Answering0
Word Embedding based Correlation Model for Question/Answer Matching0
Visual7W: Grounded Question Answering in Images0
Explicit Knowledge-based Reasoning for Visual Question Answering0
Distributed Deep Learning for Question Answering0
Enriching entity grids and graphs with discourse relations: the impact in local coherence evaluation0
Semi-Automatic Construction of a Textual Entailment Dataset: Selecting Candidates with Vector Space Models0
Um novo corpo e os seus desafios (A new corpus and the challenges it offers)0
Empirical Study on Deep Learning Models for Question Answering0
A Graph Traversal Based Approach to Answer Non-Aggregation Questions Over DBpedia0
Fast and Large-scale Unsupervised Relation Extraction0
More Accurate Question Answering on FreebaseCode0
Corpus annotation with a linguistic analysis of the associations between event mentions and spatial expressions0
Computing Semantic Text Similarity Using Rich Features0
RealText-asg: A Model to Present Answers Utilizing the Linguistic Structure of Source Question0
Measuring Popularity of Machine-Generated Sentences Using Term Count, Document Frequency, and Dependency Language Model0
Enhancing Root Extractors Using Light Stemmers0
Bidirectional Long Short-Term Memory Networks for Relation Classification0
Selecting Contextual Peripheral Information for Answer Presentation: The Need for Pragmatic Models0
Measuring an Artificial Intelligence System's Performance on a Verbal IQ Test For Young Children0
On TimeML-Compliant Temporal Expression Extraction in Turkish0
An Investigation of Machine Translation Evaluation Metrics in Cross-lingual Question Answering0
Automatic recognition of habituals: a three-way classification of clausal aspect0
Resolving Entity Coreference in Croatian with a Constrained Mention-Pair Model0
Hierarchical Topic Structuring: From Dense Segmentation to Topically Focused Fragments via Burst Analysis0
Recognition of Polish Temporal Expressions0
Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks0
Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models0
Keynote: Graph-based Approaches for Spoken Language Understanding0
Predicting the quality of questions on Stackoverflow0
A statistical approach for Non-Sentential Utterance Resolution for Interactive QA System0
A Baseline Temporal Tagger for all LanguagesCode0
C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking0
Joint Event Trigger Identification and Event Coreference Resolution with Structured Perceptron0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings0
RELLY: Inferring Hypernym Relationships Between Relational Phrases0
Answering Elementary Science Questions by Constructing Coherent Scenes using Background Knowledge0
Idiom Paraphrases: Seventh Heaven vs Cloud NineCode0
A New Approach for Idiom Identification Using Meanings and the Web0
Classification of Attributes in a Natural Language Query into Different SQL Clauses0
A Strong Lexical Matching Method for the Machine Comprehension Test0
Incorporating Trustiness and Collective Synonym/Contrastive Evidence into Taxonomy Construction0
Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction0
Memory-Based Acquisition of Argument Structures and its Application to Implicit Role Detection0
FINET: Context-Aware Fine-Grained Named Entity Typing0
Morphological Analysis for Unsegmented Languages using Recurrent Neural Network Language Model0
Knowledge Base Inference using Bridging Entities0
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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