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Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1038/sdata.2016.35openalex-snapshot

MIMIC-III, a freely accessible critical care database

inferredcites →https://doi.org/10.1093/bioinformatics/btz682openalex-snapshot

BioBERT: a pre-trained biomedical language representation model for biomedical text mining

inferredcites →https://doi.org/10.1093/nar/gkh061openalex-snapshot

The Unified Medical Language System (UMLS): integrating biomedical terminology

inferredcites →https://doi.org/10.1109/access.2019.2913694openalex-snapshot

Incorporating Domain Knowledge into Natural Language Inference on Clinical Texts

inferredcites →https://doi.org/10.1136/jamia.2009.002733openalex-snapshot

An overview of MetaMap: historical perspective and recent advances

inferredcites →https://doi.org/10.1162/tacl_a_00051openalex-snapshot

Enriching Word Vectors with Subword Information

inferredcites →https://doi.org/10.18653/v1/d15-1075openalex-snapshot

A large annotated corpus for learning natural language inference

inferredcites →https://doi.org/10.18653/v1/d18-1185openalex-snapshot

Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorization for Natural Language Inference

inferredcites →https://doi.org/10.18653/v1/d18-1187openalex-snapshot

Lessons from Natural Language Inference in the Clinical Domain

inferredcites →https://doi.org/10.18653/v1/e17-1002openalex-snapshot

Neural Tree Indexers for Text Understanding

inferredcites →https://doi.org/10.18653/v1/n18-1101openalex-snapshot

A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference

inferredcites →https://doi.org/10.18653/v1/n18-1202openalex-snapshot

Deep Contextualized Word Representations

inferredcites →https://doi.org/10.18653/v1/n19-1423openalex-snapshot

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

inferredcites →https://doi.org/10.18653/v1/p16-1139openalex-snapshot

A Fast Unified Model for Parsing and Sentence Understanding

inferredcites →https://doi.org/10.18653/v1/p17-1152openalex-snapshot

Enhanced LSTM for Natural Language Inference

inferredcites →https://doi.org/10.18653/v1/p18-1224openalex-snapshot

Neural Natural Language Inference Models Enhanced with External Knowledge

inferredcites →https://doi.org/10.18653/v1/w17-2609openalex-snapshot

Knowledge Base Completion: Baselines Strike Back

inferredcites →https://doi.org/10.18653/v1/w19-2011openalex-snapshot

Probing Biomedical Embeddings from Language Models

inferredcites →https://doi.org/10.3115/v1/d14-1162openalex-snapshot

Glove: Global Vectors for Word Representation

inferredcites →https://doi.org/10.4230/lipics.cosit.2022.18openalex-snapshot

AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale

inferredcites →https://doi.org/10.4230/tgdk.1.1.7openalex-snapshot

Embedding Entities and Relations for Learning and Inference in Knowledge Bases

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Enhancing Medical Text Representation for Lung Diagnosis Prediction Via Knowledge Infusion

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MedSyn: LLM-Based Synthetic Medical Text Generation Framework

inferred← citeshttps://doi.org/10.1007/978-3-658-45877-5_6openalex-snapshot

Towards Improving Prediction Accuracy and User-Level Explainability using Deep Learning and Knowledge Graphs: A Study on Cassava Disease

inferred← citeshttps://doi.org/10.1007/s13755-023-00210-5openalex-snapshot

Knowledge and data-driven prediction of organ failure in critical care patients

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.117026openalex-snapshot

Improving chronic disease management for children with knowledge graphs and artificial intelligence

inferred← citeshttps://doi.org/10.1016/j.icte.2023.08.012openalex-snapshot

Recognizing textual entailment: A review of resources, approaches, applications, and challenges

inferred← citeshttps://doi.org/10.1016/j.jbi.2023.104418openalex-snapshot

Integrating domain knowledge for biomedical text analysis into deep learning: A survey

inferred← citeshttps://doi.org/10.1109/icccnt61001.2024.10723856openalex-snapshot

Knowledge Graphs on Medical Domain Using Mondo Ontology

inferred← citeshttps://doi.org/10.1109/tmm.2022.3205456openalex-snapshot

An Intelligent Virtual Standard Patient for Medical Students Training Based on Oral Knowledge Graph

inferred← citeshttps://doi.org/10.1109/urtc54388.2021.9701626openalex-snapshot

ConflictClassifier: An Interpretable Pipeline to Identify Contradictions in Clinical Notes

inferred← citeshttps://doi.org/10.1136/bmjhci-2020-100254openalex-snapshot

Network graph representation of COVID-19 scientific publications to aid knowledge discovery

inferred← citeshttps://doi.org/10.1146/annurev-biodatasci-010820-091627openalex-snapshot

Knowledge-Based Biomedical Data Science

inferred← citeshttps://doi.org/10.1146/annurev-biodatasci-030421-030931openalex-snapshot

Modern Clinical Text Mining: A Guide and Review

inferred← citeshttps://doi.org/10.18653/v1/2020.emnlp-main.372openalex-snapshot

Infusing Disease Knowledge into BERT for Health Question Answering, Medical Inference and Disease Name Recognition

inferred← citeshttps://doi.org/10.18653/v1/2021.acl-long.488openalex-snapshot

Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference

inferred← citeshttps://doi.org/10.18653/v1/2021.bionlp-1.5openalex-snapshot

Are we there yet? Exploring clinical domain knowledge of BERT models

inferred← citeshttps://doi.org/10.18653/v1/2021.emnlp-demo.24openalex-snapshot

Box Embeddings: An open-source library for representation learning using geometric structures

inferred← citeshttps://doi.org/10.18653/v1/2021.findings-acl.266openalex-snapshot

Probing Pre-Trained Language Models for Disease Knowledge

inferred← citeshttps://doi.org/10.18653/v1/2022.louhi-1.9openalex-snapshot

Specializing Static and Contextual Embeddings in the Medical Domain Using Knowledge Graphs: Let’s Keep It Simple

inferred← citeshttps://doi.org/10.18653/v1/2023.emnlp-main.498openalex-snapshot

Enhancing Biomedical Lay Summarisation with External Knowledge Graphs

inferred← citeshttps://doi.org/10.18653/v1/2023.semeval-1.107openalex-snapshot

NCUEE-NLP at SemEval-2023 Task 7: Ensemble Biomedical LinkBERT Transformers in Multi-evidence Natural Language Inference for Clinical Trial Data

inferred← citeshttps://doi.org/10.18653/v1/2023.semeval-1.2openalex-snapshot

lasigeBioTM at SemEval-2023 Task 7: Improving Natural Language Inference Baseline Systems with Domain Ontologies

inferred← citeshttps://doi.org/10.26599/tst.2024.9010153openalex-snapshot

Leveraging Large Language Models to Enhance Medical Text Representation for Lung Diagnosis Prediction via Knowledge Infusion

inferred← citeshttps://doi.org/10.4108/eetpht.9.4285openalex-snapshot

Reinforced Hybrid Graph Transformer for Medical Recommendations

inferred← citeshttps://doi.org/10.48550/arxiv.2105.13456openalex-snapshot

Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference

inferred← citeshttps://doi.org/10.48550/arxiv.2106.07285openalex-snapshot

Probing Pre-Trained Language Models for Disease Knowledge

inferred← citeshttps://doi.org/10.48550/arxiv.2109.04997openalex-snapshot

Box Embeddings: An open-source library for representation learning using geometric structures

inferred← citeshttps://doi.org/10.48550/arxiv.2110.05006openalex-snapshot

Pre-trained Language Models in Biomedical Domain: A Systematic Survey

inferred← citeshttps://doi.org/10.55056/ceur-ws.org/vol-3790/paper23.pdfopenalex-snapshot

Enhancing medical NLI with integrated domain knowledge and sentiment analysis

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