References

Digital health equity frameworks and key concepts: a scoping review

10.1093/jamia/ocaf017 · 2025 · External reference

Construction of the digital health equity-focused implementation research conceptual model-bridging the divide between equity-focused digital health and implementation research

10.1371/journal.pdig.0000509 · 2024 · External reference

Evaluation of health equity frameworks in telehealth and digital health: a systematic review and narrative synthesis

10.3389/fpubh.2025.1690117 · 2025 · External reference

Large language models in legal systems: a survey

10.1057/s41599-025-05924-3 · 2025 · External reference

Large legal fictions: profiling legal hallucinations in large language models

10.1093/jla/laae003 · 2024 · External reference

GLiNER: generalist model for named entity recognition using bidirectional transformer

10.18653/v1/2024.naacl-long.300 · 2024 · External reference

Large language models in medical chatbots: opportunities, challenges, and the need to address AI risks

10.3390/info16070549 · 2025 · External reference

An LLM-assisted ETL pipeline to build a high-quality knowledge graph of the Italian legislation

10.1016/j.ipm.2025.104082 · 2025 · External reference

Generative pre-trained transformer-empowered healthcare conversations: current trends, challenges, and future directions in large language model-enabled medical chatbots

10.3390/biomedinformatics4010047 · 2024 · External reference

Large language models on graphs: a comprehensive survey

10.1109/tkde.2024.3469578 · 2024 · External reference

G-retriever: retrieval-augmented generation for textual graph understanding and question answering

10.52202/079017-4224 · 2024 · External reference

Recommendations to advance digital health equity: a systematic review of qualitative studies

10.1038/s41746-024-01177-7 · 2024 · External reference

Digital health technology infrastructure challenges to support health equity in the United States: scoping review

10.2196/70856 · 2025 · External reference

Legalbench: a collaboratively built benchmark for measuring legal reasoning in large language models

10.52202/075280-1915 · 2023 · External reference

Lawbench: benchmarking legal knowledge of large language models

10.18653/v1/2024.emnlp-main.452 · 2024 · External reference

From text to treatment: the crucial role of validation for generative large language models in health care

10.1016/s2589-7500(24)00111-0 · 2024 · External reference

A framework for human evaluation of large language models in healthcare derived from literature review

10.1038/s41746-024-01258-7 · 2024 · External reference

General collaborative framework between large language model and experts for universal information extraction

10.18653/v1/2024.findings-emnlp.4 · 2024 · External reference

ChatUIE: exploring chat-based unified information extraction using large language models

10.63317/4zus5294j5vi · 2024 · External reference

Self-rag: learning to retrieve, generate, and critique through self-reflection

2024 · External reference

Ragtruth: a hallucination corpus for developing trustworthy retrieval-augmented language models

10.18653/v1/2024.acl-long.585 · 2024 · External reference

Retrieval augmented generation or long-context llms?

10.18653/v1/2024.emnlp-industry.66 · 2024 · External reference

Retrieving, rethinking and revising: the chain-of-verification can improve retrieval augmented generation

10.18653/v1/2024.findings-emnlp.607 · 2024 · External reference

Graphreader: building graph-based agent to enhance long-context abilities of large language models

10.18653/v1/2024.findings-emnlp.746 · 2024 · External reference

Hipporag: neurobiologically inspired long-term memory for large language models

10.52202/079017-1902 · 2024 · External reference

Construction of legal knowledge graph based on knowledge-enhanced large language models

10.3390/info15110666 · 2024 · External reference

LegisSearch: navigating legislation with graphs and large language models

10.1007/s10506-025-09482-6 · 2025 · External reference

Think-on-graph: deep and responsible reasoning of large language model on knowledge graph

2024 · External reference

Reasoning on graphs: faithful and interpretable large language model reasoning

2024 · External reference

Knowledge graph-extended retrieval augmented generation for question answering

10.1007/s10489-025-06885-5 · 2025 · External reference

An umbrella review on how digital health intervention co-design is conducted and described

10.1038/s41746-024-01385-1 · 2024 · External reference

Centering digital health equity during technology innovation: protocol for a comprehensive scoping review of evidence-based tools and approaches

10.2196/53855 · 2024 · External reference

Sociodemographic biases in medical decision making by large language models

10.1038/s41591-025-03626-6 · 2025 · External reference

Bert: pre-training of deep bidirectional transformers for language understanding

10.18653/v1/n19-1423 · 2019 · External reference

LEGAL-BERT: the muppets straight out of law school

10.18653/v1/2020.findings-emnlp.261 · 2020 · External reference

Longformer-enhanced hierarchical attention for high-quality extractive document summarization

10.1109/iacis65746.2025.11210974 · 2025 · External reference

Modeling relational data with graph convolutional networks

10.1007/978-3-319-93417-4_38 · 2018 · External reference

Heterogeneous graph transformer

10.1145/3366423.3380027 · 2020 · External reference

Lightprof: a lightweight reasoning framework for large language model on knowledge graph

10.1609/aaai.v39i22.34510 · 2025 · External reference

Eperm: an evidence path enhanced reasoning model for knowledge graph question and answering

10.1609/aaai.v39i12.33338 · 2025 · External reference

Atomr: atomic operator-empowered large language models for heterogeneous knowledge reasoning

10.1145/3711896.3736849 · 2025 · External reference

Span-based joint entity and relation extraction with transformer pre-training

10.3233/faia200321 · 2020 · External reference

A novel cascade binary tagging framework for relational triple extraction

10.18653/v1/2020.acl-main.136 · 2020 · External reference

Unified structure generation for universal information extraction

10.18653/v1/2022.acl-long.395 · 2022 · External reference

Qwen2

10.18653/v1/2025.acl-long.642 · 2025 · External reference

The ethics of ChatGPT in medicine and healthcare: a systematic review on Large Language Models (LLMs)

10.1038/s41746-024-01157-x · 2024 · External reference

BillSum: a corpus for automatic summarization of US legislation

10.18653/v1/d19-5406 · 2019 · External reference

Testing and evaluation of health care applications of large language models: a systematic review

10.1001/jama.2024.21700 · 2025 · External reference

Multieurlex-a multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer

10.18653/v1/2021.emnlp-main.559 · 2021 · External reference