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 9301–9350 of 10817 papers

TitleStatusHype
Sparsity and Noise: Where Knowledge Graph Embeddings Fall ShortCode0
The Effect of Negative Sampling Strategy on Capturing Semantic Similarity in Document Embeddings—0
Sheffield MultiMT: Using Object Posterior Predictions for Multimodal Machine Translation—0
Story Comprehension for Predicting What Happens Next—0
Spatial Language Understanding with Multimodal Graphs using Declarative Learning based Programming—0
Multimedia Summary Generation from Online Conversations: Current Approaches and Future Directions—0
Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees—0
Neural Paraphrase Generation using Transfer Learning—0
Neural Semantic Parsing with Type Constraints for Semi-Structured TablesCode0
Improved Recognition and Normalisation of Polish Temporal Expressions—0
Exploiting Morphological Regularities in Distributional Word Representations—0
Identifying the Provision of Choices in Privacy Policy Text—0
Memory Augmented Neural Networks for Natural Language Processing—0
Bootstrapping a Romanian Corpus for Medical Named Entity Recognition—0
Same same, but different: Compositionality of paraphrase granularity levelsCode0
Applying Deep Neural Network to Retrieve Relevant Civil Law Articles—0
Inter-Weighted Alignment Network for Sentence Pair Modeling—0
MinIE: Minimizing Facts in Open Information ExtractionCode0
Accurate Supervised and Semi-Supervised Machine Reading for Long Documents—0
From Textbooks to Knowledge: A Case Study in Harvesting Axiomatic Knowledge from Textbooks to Solve Geometry Problems—0
A Domain and Language Independent Named Entity Classification Approach Based on Profiles and Local Information—0
Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components—0
QUINT: Interpretable Question Answering over Knowledge Bases—0
Data Augmentation for Visual Question Answering—0
Dimensions of Interpersonal Relationships: Corpus and Experiments—0
Order-Planning Neural Text Generation From Structured DataCode0
A Question Answering Approach for Emotion Cause Extraction—0
Generating titles for millions of browse pages on an e-Commerce site—0
MappSent: a Textual Mapping Approach for Question-to-Question Similarity—0
An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective—0
CROWD-IN-THE-LOOP: A Hybrid Approach for Annotating Semantic Roles—0
Latent Space Embedding for Retrieval in Question-Answer Archives—0
Rhetorical relations markers in Russian RST Treebank—0
Importance sampling for unbiased on-demand evaluation of knowledge base population—0
Document retrieval and question answering in medical documents. A large-scale corpus challenge.—0
Classification of telicity using cross-linguistic annotation projectionCode0
Question Generation for Question Answering—0
Measuring the Limit of Semantic Divergence for English Tweets.—0
Do Not Trust the Trolls: Predicting Credibility in Community Question Answering ForumsCode0
Learning Contextually Informed Representations for Linear-Time Discourse Parsing—0
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets—0
Constructing an Alias List for Named Entities during an Event—0
Neural Net Models of Open-domain Discourse Coherence—0
Beyond Sentential Semantic Parsing: Tackling the Math SAT with a Cascade of Tree Transducers—0
A Short Survey on Taxonomy Learning from Text Corpora: Issues, Resources and Recent Advances—0
Deception Detection in News Reports in the Russian Language: Lexics and Discourse—0
A Diachronic Corpus for Romanian (RoDia)—0
No Need to Pay Attention: Simple Recurrent Neural Networks Work!—0
Recovering Question Answering Errors via Query Revision—0
Ranking Kernels for Structures and Embeddings: A Hybrid Preference and Classification Model—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