Paper Citation Record · LEDGER

The Aloe Family Recipe for Open and Specialized Healthcare LLMs

As of 22 August 2026, this Paper Citation Record lists 100 of 102 outbound references and 5 inbound Pith citation observations for arXiv:2505.04388.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.04388 v2

Coverage vector

measured 100 of 102 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:36:30.117264Z

measured 105 of 105 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T15:19:17.815537Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T03:06:30.138034Z

Reference resolution

100 of 102 outbound references displayed

verified exact1
verified fuzzy21
unresolved76
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fef4840f-52b8-4772-bd47-cb9f6916372a · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.791725Z

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Unavailable: canonical work link unavailable.

Observation 63d4fe7d-e2ab-48d8-9949-d5de8e668f54 · outbound

This paper cites Towards Expert-Level Medical Question Answering with Large Language Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Towards Expert-Level Medical Question Answering with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.795903Z

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Observation a37eb862-ea1e-46b7-b939-2ab581153cb6 · outbound

This paper cites Capabilities of Gemini Models in Medicine.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Capabilities of Gemini Models in Medicine

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.799486Z

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Observation 44aff95e-9686-44f8-a1ff-ede5d8f7b042 · outbound

This paper cites MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.803357Z

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Observation fad6fb2e-3595-4a6d-acba-054e073d1b8d · outbound

This paper cites PMC-LLaMA: Towards Building Open-source Language Models for Medicine.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs PMC-LLaMA: Towards Building Open-source Language Models for Medicine

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.806905Z

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Observation 9f58f545-347e-4a8a-8b13-fb92911997df · outbound

This paper cites MEDITRON-70B: Scaling Medical Pretraining for Large Language Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs MEDITRON-70B: Scaling Medical Pretraining for Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.810255Z

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Observation 5dc9efb4-21b9-463b-95fb-21e04bee4d3a · outbound

This paper cites Towards Building Multilingual Language Model for Medicine.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Towards Building Multilingual Language Model for Medicine

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.814803Z

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Observation 7b71fae3-86a1-449a-8b9f-6a5bf7fc187c · outbound

This paper cites BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.818072Z

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Observation 1b223560-5a60-4aa3-bf89-91278351e528 · outbound

This paper cites Hugging Face (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Hugging Face (2024)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.821459Z

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Observation 9e484e01-6c20-4dee-95e8-832089d9ec07 · outbound

This paper cites Aloe: A Family of Fine-tuned Open Healthcare LLMs.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Aloe: A Family of Fine-tuned Open Healthcare LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.824314Z

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Observation 92ad20b0-9dd9-45a9-b102-b609212ac767 · outbound

This paper cites https://arxiv.org/abs/2406.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://arxiv.org/abs/2406

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.827584Z

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Observation d62aff13-849b-4a47-89cf-db1b5957bad8 · outbound

This paper cites Med42-v2: A Suite of Clinical LLMs.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Med42-v2: A Suite of Clinical LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.830618Z

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Observation 3246684a-1f01-4785-9b1c-6302e66d7d8b · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.833768Z

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Observation 4268d437-06b6-45a8-94b7-1a3ce0762fa8 · outbound

This paper cites Med-HALT: Medical Domain Hallucination Test for Large Language Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Med-HALT: Medical Domain Hallucination Test for Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.837274Z

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Observation d61b9165-084b-41a5-b361-fd6beada567f · outbound

This paper cites medRxiv, 2024–04 (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs medRxiv, 2024–04 (2024)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.840418Z

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Observation 3448afe3-0767-4c97-ba6e-22fc2adde79c · outbound

This paper cites A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.843236Z

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Observation adc5119a-9499-44e6-8bbd-f4a34f24731d · outbound

This paper cites In: Chiruzzo, L., Ritter, A., Wang, L.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Chiruzzo, L., Ritter, A., Wang, L

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.846678Z

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Observation ccabed88-e713-4618-a2cd-8c8e2e07f375 · outbound

This paper cites https://huggingface.co/spaces/ HuggingFaceFW/blogpost-fine-tasks.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://huggingface.co/spaces/ HuggingFaceFW/blogpost-fine-tasks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.850571Z

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Observation ec6a361a-fedc-462e-b1d4-d54e4b3bf333 · outbound

This paper cites In: International Conference on Machine Learning, pp.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: International Conference on Machine Learning, pp

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.853967Z

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Observation 0aaa7978-4559-44f3-bc72-5bc86120aca2 · outbound

This paper cites In: International Conference on Computational Linguistics (2020).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: International Conference on Computational Linguistics (2020)

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.856797Z

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Observation 9e88350c-a683-49ff-b671-ef97f54a3949 · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.859968Z

Source-reported events for the cited work

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Observation 2d9d694a-3ce8-463a-ad6a-c87056beb64d · outbound

This paper cites GitHub (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs GitHub (2024)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.863072Z

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Observation 4a3cc8bc-8ce9-4b1f-8550-629109a98a28 · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.866017Z

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Observation 1ba583b2-aaad-4a02-a2cc-4b463b4a914a · outbound

This paper cites What Makes Good Data for Alignment? A Comprehensive Study of Automatic Data Selection in Instruction Tuning.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs What Makes Good Data for Alignment? A Comprehensive Study of Automatic Data Selection in Instruction Tuning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.869124Z

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Observation 42309600-3903-4450-867f-91613e56af7a · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.872576Z

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Observation 7fd00474-6200-48a8-8437-1525d0c79b4d · outbound

This paper cites Proceedings of the National Academy of Sciences120(30), 2305016120 (2023).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Proceedings of the National Academy of Sciences120(30), 2305016120 (2023)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.875551Z

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Observation f2b95f66-f8ac-45d5-a64f-13f79ff7b998 · outbound

This paper cites Enhancing Chat Language Models by Scaling High-quality Instructional Conversations.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Enhancing Chat Language Models by Scaling High-quality Instructional Conversations

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.878428Z

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Observation 5e2c220c-bebc-4cfb-9fcd-32ab18d0c45a · outbound

This paper cites OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.881826Z

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Observation 85be7a44-dc96-48eb-a6ec-56e0aaed0a34 · outbound

This paper cites Magicoder: Empowering Code Generation with OSS-Instruct.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Magicoder: Empowering Code Generation with OSS-Instruct

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.885428Z

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Observation 552e40d1-cda5-4fcd-a54c-0fa23856c769 · outbound

This paper cites Best Practices and Lessons Learned on Synthetic Data.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Best Practices and Lessons Learned on Synthetic Data

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.888719Z

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Observation b4c34193-f730-482b-b8ca-562e6c447536 · outbound

This paper cites Does Synthetic Data Generation of LLMs Help Clinical Text Mining?.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Does Synthetic Data Generation of LLMs Help Clinical Text Mining?

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.892348Z

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Observation dd50846e-17ba-48f8-993d-477062bf11e4 · outbound

This paper cites In: Proceedings of the Con- ference on Empirical Methods in Natural Language Processing.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Proceedings of the Con- ference on Empirical Methods in Natural Language Processing

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.895636Z

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Observation a41c13a5-e156-4af7-bdb5-9a55a383cd49 · outbound

This paper cites NPJ Digital Medicine 6(1), 210 (2023).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs NPJ Digital Medicine 6(1), 210 (2023)

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.899318Z

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Observation 1de11d8b-cb98-47af-a85d-4487be829198 · outbound

This paper cites : PubMedQA: A Dataset for Biomedical Research Question Answering.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs : PubMedQA: A Dataset for Biomedical Research Question Answering

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.902378Z

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Observation 06369110-a06e-48da-afdc-425d8f5a93fb · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.905677Z

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Observation 0b51d4e7-bbed-448c-ad97-848ae2f17596 · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.910006Z

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Observation e79d17ef-83b3-48de-8cd1-682b85d0f432 · outbound

This paper cites In: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pp.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pp

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.913222Z

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Observation a5d59eb0-111f-41d1-a1db-051db46f764e · outbound

This paper cites Zenodo, ??? (2023).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Zenodo, ??? (2023)

Reference 38

Resolution: verified exact; doi, observed 2026-08-15T23:36:30.153194Z

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Observation 7eae2077-0ec5-4152-b8bf-793fd72f5084 · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.919474Z

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Observation be9e02af-09db-4957-86d5-30ad4ea0f6b8 · outbound

This paper cites https://huggingface.co/ datasets/BAAI/Infinity-Preference (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://huggingface.co/ datasets/BAAI/Infinity-Preference (2024)

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.922538Z

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Observation ac3b378a-bc3b-4b7e-ae78-b79ebfcf3455 · outbound

This paper cites Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.925751Z

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Observation 28a9226e-e311-4f31-9fe9-3b5ae73cbed8 · outbound

This paper cites AART: AI-Assisted Red-Teaming with Diverse Data Generation for New LLM-powered Applications.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs AART: AI-Assisted Red-Teaming with Diverse Data Generation for New LLM-powered Applications

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.929432Z

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Observation 57e5deb8-c455-4e52-b630-933bf4264575 · outbound

This paper cites In: Graham, Y., Purver, M.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Graham, Y., Purver, M

Reference 43

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Observation 91c0042f-ef51-46b1-95df-ff6ccd6c6407 · outbound

This paper cites Do Anything Now.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Do Anything Now

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.937322Z

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Observation 7c42da30-d66c-4c2d-af3f-bc3209242959 · outbound

This paper cites Red Teaming GPT-4V: Are GPT-4V Safe Against Uni/Multi-Modal Jailbreak Attacks?.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Red Teaming GPT-4V: Are GPT-4V Safe Against Uni/Multi-Modal Jailbreak Attacks?

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.940696Z

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Observation e0691875-166b-4b6b-9848-37fef6bb0f90 · outbound

This paper cites Efficient Safety Retrofitting Against Jailbreaking for LLMs.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Efficient Safety Retrofitting Against Jailbreaking for LLMs

Reference 46

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Observation 218ab4d7-916e-46e2-bc87-b0d5005b6e28 · outbound

This paper cites Nature Machine Intelligence, 1–10 (2025).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Nature Machine Intelligence, 1–10 (2025)

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.947150Z

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Observation ff36a503-e28c-47b3-9678-dd41dfd1db3c · outbound

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The Aloe Family Recipe for Open and Specialized Healthcare LLMs Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.950699Z

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Observation bc4215c0-8a35-4e5d-98ca-9c650097626e · outbound

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The Aloe Family Recipe for Open and Specialized Healthcare LLMs Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.954133Z

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Observation 62c1bfbb-2552-4e7d-a0e0-79737b02d398 · outbound

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The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://arxiv.org/abs/2306

Reference 50

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Observation 80661feb-844e-4372-87e0-cfe3326d9896 · outbound

This paper cites Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.961028Z

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Observation 05dff09f-ace1-4855-b0f2-d9919c5354ee · outbound

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The Aloe Family Recipe for Open and Specialized Healthcare LLMs Editing Models with Task Arithmetic

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Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.964599Z

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Observation 84b06b1a-123d-4ec7-90b2-782fa61c2962 · outbound

This paper cites Model Stock: All we need is just a few fine-tuned models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Model Stock: All we need is just a few fine-tuned models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.967806Z

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Observation a5bb9c68-c4b2-493e-af6d-a86607da3267 · outbound

This paper cites Model Breadcrumbs: Scaling Multi-Task Model Merging with Sparse Masks.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Model Breadcrumbs: Scaling Multi-Task Model Merging with Sparse Masks

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.970979Z

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Observation af1a6113-eece-40da-b6f9-bc89d3358090 · outbound

This paper cites TIES-Merging: Resolving Interference When Merging Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs TIES-Merging: Resolving Interference When Merging Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.974233Z

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Observation 693ec936-3e78-412c-b432-80094be561c1 · outbound

This paper cites Arcee's MergeKit: A Toolkit for Merging Large Language Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Arcee's MergeKit: A Toolkit for Merging Large Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.977416Z

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Observation c46ecced-ba1f-4a8f-a24d-77370239ab80 · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:36:30.982130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 59d2cf29-6596-4ff3-89a9-235b9810eeed · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:36:30.972568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0da648b4-eaa0-42a5-87df-b54c027bb577 · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:36:30.963446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b8568e19-3319-4e6b-9eda-18634f34cc31 · outbound

This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.989702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83506922-e164-4f55-8e8e-9b0a815adaac · outbound

This paper cites In: Advances in Neural Information Processing Systems (NeurIPS) (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Advances in Neural Information Processing Systems (NeurIPS) (2024)

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.954347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0ebf3791-eb97-4419-ad6f-7075ee1a7519 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.995904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 512fda7d-f4f7-4074-8fb1-176b6d25233b · outbound

This paper cites Pareto-Optimized Open-Source LLMs for Healthcare via Context Retrieval.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Pareto-Optimized Open-Source LLMs for Healthcare via Context Retrieval

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.999325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf002459-e344-4aaa-acd7-50a1d9f8c692 · outbound

This paper cites In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pp.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pp

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.945411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3b9f25f3-34f3-4820-a8f4-8a8baf3f8435 · outbound

This paper cites : Evaluation and mitigation of the limitations of large language models in clinical decision-making.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs : Evaluation and mitigation of the limitations of large language models in clinical decision-making

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.936357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ef200329-d5b3-4ffc-bdc5-ca0df53b18bf · outbound

This paper cites In: Text Summarization Branches Out, pp.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Text Summarization Branches Out, pp

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.008868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73c405f8-36f7-4dbc-b318-b72017289749 · outbound

This paper cites In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.011913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0712a80-894c-40fc-bd42-07ef44020639 · outbound

This paper cites The Journal of the Acoustical Society of America 62(S1), 63–63 (1977).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs The Journal of the Acoustical Society of America 62(S1), 63–63 (1977)

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.916720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e61e8881-9019-47a9-b74c-88fc8dd1d0d4 · outbound

This paper cites Nature Machine Intelligence, 1–11 (2025).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Nature Machine Intelligence, 1–11 (2025)

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.907357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 56b936d7-4213-46bc-a1e1-02bd2e9f3949 · outbound

This paper cites arXiv preprint arXiv:2404.04067 (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs arXiv preprint arXiv:2404.04067 (2024)

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.020962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb689811-c640-4b1f-bf1d-1e35e99e3f29 · outbound

This paper cites MEDIC: Comprehensive Evaluation of Leading Indicators for LLM Safety and Utility in Clinical Applications.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs MEDIC: Comprehensive Evaluation of Leading Indicators for LLM Safety and Utility in Clinical Applications

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.024034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22b6a53f-6ce6-489d-829b-28224f3d1914 · outbound

This paper cites In: Proceedings of the 17th Conference of the European Chapter of the Association for Computational Lin- guistics, pp.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Proceedings of the 17th Conference of the European Chapter of the Association for Computational Lin- guistics, pp

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.813704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cbf03e72-3e76-484d-a19a-4a350a78546c · outbound

This paper cites Nature Scientific Data 10 (2023).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Nature Scientific Data 10 (2023)

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.804368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b4e618bf-da4c-437a-9475-72e4caccc44c · outbound

This paper cites In: Proceedings of the 2022 6th International Conference on Natural Language Processing and Informa- tion Retrieval.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Proceedings of the 2022 6th International Conference on Natural Language Processing and Informa- tion Retrieval

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.034285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation accca731-f6cb-4558-8c4b-7424f5054a4f · outbound

This paper cites OLAPH: Improving Factuality in Biomedical Long-form Question Answering.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs OLAPH: Improving Factuality in Biomedical Long-form Question Answering

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.037675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ca79e33-3536-4211-bd1b-063bffe2ef04 · outbound

This paper cites In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.794617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fc7c162c-847c-4a86-844e-29e8ed113136 · outbound

This paper cites In: ACL-BioNLP 2019 (2019).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: ACL-BioNLP 2019 (2019)

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.784490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3467b2b4-d051-4fbc-89a2-7758815155b4 · outbound

This paper cites Briefings in Bioinformatics 23(5), 282 (2022).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Briefings in Bioinformatics 23(5), 282 (2022)

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.775229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f3241f63-8eac-4cd7-8be5-aad0b9c236b7 · outbound

This paper cites Scientific data 3(1), 1–9 (2016).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Scientific data 3(1), 1–9 (2016)

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.050109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fe61643-fdf3-4e05-9533-fff34d8e8f5d · outbound

This paper cites S-Eval: Towards Automated and Comprehensive Safety Evaluation for Large Language Models.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs S-Eval: Towards Automated and Comprehensive Safety Evaluation for Large Language Models

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.053396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54f06b53-9cf9-4d6c-ae64-7b129d81000a · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:36:30.760603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d39aec2b-741d-4898-90f3-1866efe71ba5 · outbound

This paper cites Towards Evaluating and Building Versatile Large Language Models for Medicine.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Towards Evaluating and Building Versatile Large Language Models for Medicine

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.059829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 097ed675-4265-4027-a019-ed35e7436134 · outbound

This paper cites GitHub (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs GitHub (2024)

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.751327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 64a6613e-8fb9-4601-8da7-55733f9aa70f · outbound

This paper cites https://huggingface.co/ datasets/omi-health/medical-dialogue-to-soap-summary (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://huggingface.co/ datasets/omi-health/medical-dialogue-to-soap-summary (2024)

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.741756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 329498bd-1bf1-43f2-ae6c-f0d37d4847c7 · outbound

This paper cites CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.068987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6fd204b-a5eb-46bf-9c5d-e7b61a504940 · outbound

This paper cites In: TREC 2017 (2017).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: TREC 2017 (2017)

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.073768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b0f2a3-55ac-4f31-9e56-165456c9e299 · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:36:30.727088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e41d3f6d-00c4-4993-837e-69cd7442f825 · outbound

This paper cites In: Cohn, T., He, Y., Liu, Y.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs In: Cohn, T., He, Y., Liu, Y

Reference 88

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T23:36:30.717892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b1999ce-b12c-4891-8456-ad7eb607d23c · outbound

This paper cites BMC Bioinform.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs BMC Bioinform

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.708956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e7b00e87-6ece-4980-974b-b405324df4bf · outbound

This paper cites Cureus 15(6) (2023) 81.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Cureus 15(6) (2023) 81

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.700114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b384e41c-43a7-4d2b-ab2c-b4fa143c611b · outbound

This paper cites https://huggingface.co/datasets/gamino/wiki medical terms (2022).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://huggingface.co/datasets/gamino/wiki medical terms (2022)

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.691049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 03f6c28a-53b8-4866-86ff-7b65409a0a92 · outbound

This paper cites Scientific Data10, 170 (2023).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Scientific Data10, 170 (2023)

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.681538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b0ac0f2d-18ce-4ad5-ac78-134954f3dc34 · outbound

This paper cites https://huggingface.co/datasets/BI55/MedText (2023).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://huggingface.co/datasets/BI55/MedText (2023)

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.671926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eb6c6825-dbdb-4267-bfb3-c104f4698e8a · outbound

This paper cites https://huggingface.co/datasets/ ZahrizhalAli/mental health conversational dataset (2023).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://huggingface.co/datasets/ ZahrizhalAli/mental health conversational dataset (2023)

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.662758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1d50233f-1ca2-4c00-b5bb-83a37edeba5e · outbound

This paper cites https://huggingface.co/datasets/mlabonne/ FineTome-100k (2024).

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https://huggingface.co/datasets/mlabonne/ FineTome-100k (2024)

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.653363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 253c2d8b-e115-4552-86c1-dac6dde1536c · outbound

This paper cites Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.103956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40dbdf0b-2e8b-46d4-996c-2ee931e64701 · outbound

This paper cites https: //huggingface.co/NousResearch/hermes-function-calling-v1.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs https: //huggingface.co/NousResearch/hermes-function-calling-v1

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:36:30.643725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0c51e6ce-964d-4528-b4a5-1894473f614a · outbound

This paper cites an unresolved cited work.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:36:30.634335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 35d074a5-cca2-4cd9-b53f-c3c0c1d1accc · outbound

This paper cites APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.113968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb78f947-6382-40ba-b308-a8e9bd20932d · outbound

This paper cites LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:30.117264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 09ca6364-5c38-44d1-8524-d7c20ca2023f · inbound

Benchmarking the Safety of Large Language Models for Robotic Health Attendant Control cites this paper.

Benchmarking the Safety of Large Language Models for Robotic Health Attendant Control The Aloe Family Recipe for Open and Specialized Healthcare LLMs

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:26:26.073667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d5ffa764-34c8-41d1-b4fd-06655fdca837 · inbound

Benchmarking the Safety of Large Language Models for Robotic Health Attendant Control cites this paper.

Benchmarking the Safety of Large Language Models for Robotic Health Attendant Control The Aloe Family Recipe for Open and Specialized Healthcare LLMs

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T15:19:17.815537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3786da6-5b01-440b-93fb-482df9d6f9e9 · inbound

You Snooze, You Lose: Automatic Safety Alignment Restoration through Neural Weight Translation cites this paper.

You Snooze, You Lose: Automatic Safety Alignment Restoration through Neural Weight Translation The Aloe Family Recipe for Open and Specialized Healthcare LLMs

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:51:08.461931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 619628c9-ee7e-498a-9e3d-1337690564d5 · inbound

SafeRx-Agent: A Knowledge-Grounded Multi-Agent Framework for Safe and Explainable Medication Recommendation cites this paper.

SafeRx-Agent: A Knowledge-Grounded Multi-Agent Framework for Safe and Explainable Medication Recommendation The Aloe Family Recipe for Open and Specialized Healthcare LLMs

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:23:24.336014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0c789613-6a89-40de-8d7f-7b5c475bd9e3 · inbound

Selective Token-Level Cryptographic Redaction for Privacy-Preserving Clinical Deployment of Large Language Models cites this paper.

Selective Token-Level Cryptographic Redaction for Privacy-Preserving Clinical Deployment of Large Language Models The Aloe Family Recipe for Open and Specialized Healthcare LLMs

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:06:30.140744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.