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Aloe: A family of fine-tuned open healthcare llms

3 Pith papers cite this work. Polarity classification is still indexing.

3 Pith papers citing it

fields

cs.LG 2 cs.CV 1

years

2026 2 2025 1

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UNVERDICTED 3

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representative citing papers

NodeSynth: Socially Aligned Synthetic Data for AI Evaluation

cs.LG · 2026-05-14 · unverdicted · novelty 6.0 · 2 refs

NodeSynth creates evidence-based synthetic queries via a taxonomy generator to evaluate LLMs, revealing up to 5x higher failure rates than human benchmarks and gaps in guard models.

Aloe-Vision: Robust Vision-Language Models for Healthcare

cs.CV · 2026-06-25 · unverdicted · novelty 5.0

Releases open medical LVLMs trained on a quality-filtered multimodal dataset, introduces CareQA-Vision benchmark from exams, reports performance gains over baselines, and flags adversarial vulnerabilities.

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Showing 3 of 3 citing papers after filters.

  • NodeSynth: Socially Aligned Synthetic Data for AI Evaluation cs.LG · 2026-05-14 · unverdicted · none · ref 39 · 2 links

    NodeSynth creates evidence-based synthetic queries via a taxonomy generator to evaluate LLMs, revealing up to 5x higher failure rates than human benchmarks and gaps in guard models.

  • Aloe-Vision: Robust Vision-Language Models for Healthcare cs.CV · 2026-06-25 · unverdicted · none · ref 7

    Releases open medical LVLMs trained on a quality-filtered multimodal dataset, introduces CareQA-Vision benchmark from exams, reports performance gains over baselines, and flags adversarial vulnerabilities.

  • Fine-grained List-wise Alignment for Generative Medication Recommendation cs.LG · 2025-05-26 · unverdicted · none · ref 13

    FLAME applies fine-grained list-wise alignment and Group Relative Policy Optimization to large language models for generating safe medication recommendations by sequentially adding or removing drugs.