AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale
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Although geospatial question answering systems have received increasing attention in recent years, existing prototype systems struggle to properly answer qualitative spatial questions. In this work, we propose a unique framework for answering qualitative spatial questions, which comprises three main components: a geoparser that takes the input questions and extracts place semantic information from text, a reasoning system which is embedded with a crisp reasoner, and finally, answer extraction, which refines the solution space and generates final answers. We present an experimental design to evaluate our framework for point-based cardinal direction calculus (CDC) relations by developing an automated approach for generating three types of synthetic qualitative spatial questions. The initial evaluations of generated answers in our system are promising because a high proportion of answers were labelled correct.
Citation edge evidence
- Momentum Contrast for Unsupervised Visual Representation Learning→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Transformers: State-of-the-Art Natural Language Processing→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Graph neural networks: A review of methods and applications→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Emerging Properties in Self-Supervised Vision Transformers→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- ALBERT: A Lite BERT for Self-supervised Learning of Language\n Representations→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Transformer-XL: Attentive Language Models beyond a Fixed-Length Context→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- HuggingFace's Transformers: State-of-the-art Natural Language Processing→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- SciBERT: A Pretrained Language Model for Scientific Text→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- A Survey on Evaluation of Large Language Models→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- CodeBERT: A Pre-Trained Model for Programming and Natural Languages→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- In-Kernel Aggregation and Broadcast Acceleration for Distributed Communication→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- ProtTrans: Toward Understanding the Language of Life Through Self-Supervised Learning→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- LXMERT: Learning Cross-Modality Encoder Representations from Transformers→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Shortcut learning in deep neural networks→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Ta…→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- Language Models as Knowledge Bases?→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- TinyBERT: Distilling BERT for Natural Language Understanding→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- TabNet: Attentive Interpretable Tabular Learning→AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…Legacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→SQuAD: 100,000+ Questions for Machine Comprehension of TextLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Tr…Legacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→A unified architecture for natural language processingLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Distributed Representations of Sentences and DocumentsLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Class-based n -gram models of natural languageLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Supervised Learning of Universal Sentence Representations from Natural\n Language Inferen…Legacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Word Representations: A Simple and General Method for Semi-Supervised LearningLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language UnderstandingLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→The PASCAL Recognising Textual Entailment ChallengeLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→Domain adaptation with structural correspondence learningLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→A Decomposable Attention Model for Natural Language InferenceLegacy edge — source detail unavailable
- AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at S…→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
- A unified architecture for natural language processing→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
- Distributed Representations of Sentences and Documents→A unified architecture for natural language processingLegacy edge — source detail unavailable
- Distributed Representations of Sentences and Documents→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Distributed Representations of Sentences and Documents→Word Representations: A Simple and General Method for Semi-Supervised LearningLegacy edge — source detail unavailable
- Distributed Representations of Sentences and Documents→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- Distributed Representations of Words and Phrases and their Compositionality→A unified architecture for natural language processingLegacy edge — source detail unavailable
- Distributed Representations of Words and Phrases and their Compositionality→Word Representations: A Simple and General Method for Semi-Supervised LearningLegacy edge — source detail unavailable
- Domain adaptation with structural correspondence learning→Class-based n -gram models of natural languageLegacy edge — source detail unavailable
- Domain adaptation with structural correspondence learning→A Framework for Learning Predictive Structures from Multiple Tasks and Unlabeled DataLegacy edge — source detail unavailable
- Word Representations: A Simple and General Method for Semi-Supervised Learning→A unified architecture for natural language processingLegacy edge — source detail unavailable
- Word Representations: A Simple and General Method for Semi-Supervised Learning→Class-based n -gram models of natural languageLegacy edge — source detail unavailable
- Glove: Global Vectors for Word Representation→A unified architecture for natural language processingLegacy edge — source detail unavailable
- Glove: Global Vectors for Word Representation→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Glove: Global Vectors for Word Representation→Word Representations: A Simple and General Method for Semi-Supervised LearningLegacy edge — source detail unavailable
- Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank→A unified architecture for natural language processingLegacy edge — source detail unavailable
- A Decomposable Attention Model for Natural Language Inference→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Supervised Learning of Universal Sentence Representations from Natural\n Language Inferen…→A unified architecture for natural language processingLegacy edge — source detail unavailable
- Supervised Learning of Universal Sentence Representations from Natural\n Language Inferen…→Distributed Representations of Sentences and DocumentsLegacy edge — source detail unavailable
- Supervised Learning of Universal Sentence Representations from Natural\n Language Inferen…→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Supervised Learning of Universal Sentence Representations from Natural\n Language Inferen…→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- LXMERT: Learning Cross-Modality Encoder Representations from Transformers→Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Tr…Legacy edge — source detail unavailable
- LXMERT: Learning Cross-Modality Encoder Representations from Transformers→GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language UnderstandingLegacy edge — source detail unavailable
- LXMERT: Learning Cross-Modality Encoder Representations from Transformers→SQuAD: 100,000+ Questions for Machine Comprehension of TextLegacy edge — source detail unavailable
- Language Models as Knowledge Bases?→SQuAD: 100,000+ Questions for Machine Comprehension of TextLegacy edge — source detail unavailable
- Language Models as Knowledge Bases?→Transformer-XL: Attentive Language Models beyond a Fixed-Length ContextLegacy edge — source detail unavailable
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks→Supervised Learning of Universal Sentence Representations from Natural\n Language Inferen…Legacy edge — source detail unavailable
- SciBERT: A Pretrained Language Model for Scientific Text→Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Tr…Legacy edge — source detail unavailable
- EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Ta…→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Transformers: State-of-the-Art Natural Language Processing→Transformer-XL: Attentive Language Models beyond a Fixed-Length ContextLegacy edge — source detail unavailable
- Transformers: State-of-the-Art Natural Language Processing→SciBERT: A Pretrained Language Model for Scientific TextLegacy edge — source detail unavailable
- Transformers: State-of-the-Art Natural Language Processing→ALBERT: A Lite BERT for Self-supervised Learning of Language\n RepresentationsLegacy edge — source detail unavailable
- HuggingFace's Transformers: State-of-the-art Natural Language Processing→GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language UnderstandingLegacy edge — source detail unavailable
- HuggingFace's Transformers: State-of-the-art Natural Language Processing→SciBERT: A Pretrained Language Model for Scientific TextLegacy edge — source detail unavailable
- ALBERT: A Lite BERT for Self-supervised Learning of Language\n Representations→The PASCAL Recognising Textual Entailment ChallengeLegacy edge — source detail unavailable
- ALBERT: A Lite BERT for Self-supervised Learning of Language\n Representations→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- ALBERT: A Lite BERT for Self-supervised Learning of Language\n Representations→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- ALBERT: A Lite BERT for Self-supervised Learning of Language\n Representations→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- ALBERT: A Lite BERT for Self-supervised Learning of Language\n Representations→GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language UnderstandingLegacy edge — source detail unavailable
- ALBERT: A Lite BERT for Self-supervised Learning of Language\n Representations→SQuAD: 100,000+ Questions for Machine Comprehension of TextLegacy edge — source detail unavailable
- In-Kernel Aggregation and Broadcast Acceleration for Distributed Communication→Momentum Contrast for Unsupervised Visual Representation LearningLegacy edge — source detail unavailable
- Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing→Class-based n -gram models of natural languageLegacy edge — source detail unavailable
- Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing→SciBERT: A Pretrained Language Model for Scientific TextLegacy edge — source detail unavailable
- CodeBERT: A Pre-Trained Model for Programming and Natural Languages→Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Tr…Legacy edge — source detail unavailable
- CodeBERT: A Pre-Trained Model for Programming and Natural Languages→Language Models as Knowledge Bases?Legacy edge — source detail unavailable
- TinyBERT: Distilling BERT for Natural Language Understanding→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- TinyBERT: Distilling BERT for Natural Language Understanding→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- TinyBERT: Distilling BERT for Natural Language Understanding→SQuAD: 100,000+ Questions for Machine Comprehension of TextLegacy edge — source detail unavailable
- TinyBERT: Distilling BERT for Natural Language Understanding→ALBERT: A Lite BERT for Self-supervised Learning of Language\n RepresentationsLegacy edge — source detail unavailable
- Emerging Properties in Self-Supervised Vision Transformers→Momentum Contrast for Unsupervised Visual Representation LearningLegacy edge — source detail unavailable
- ProtTrans: Toward Understanding the Language of Life Through Self-Supervised Learning→Transformer-XL: Attentive Language Models beyond a Fixed-Length ContextLegacy edge — source detail unavailable
- ProtTrans: Toward Understanding the Language of Life Through Self-Supervised Learning→ALBERT: A Lite BERT for Self-supervised Learning of Language\n RepresentationsLegacy edge — source detail unavailable
- WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing→In-Kernel Aggregation and Broadcast Acceleration for Distributed CommunicationLegacy edge — source detail unavailable
- A Survey on Evaluation of Large Language Models→Class-based n -gram models of natural languageLegacy edge — source detail unavailable
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| Topic Modeling | Computer Science |
| Natural Language Processing Techniques | Computer Science |
| Speech Recognition and Synthesis | Computer Science |
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