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README.md
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- en
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license: other
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license_name: mixed-cc-by-nc-sa-4.0-and-per-source-pmc
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license_link: https://huggingface.co/datasets/KerwinFu/M3LLM-data/blob/main/DATA_LICENCE.md
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task_categories:
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- visual-question-answering
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- question-answering
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# M3LLM Data
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Data for M³LLM training and evaluation on biomedical instruction-following tasks derived from PubMed Central (PMC) articles. This
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## Contents
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| PMC-MI policy-refinement partition | validation | 200 | Validation instances for Stage II |
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| PMC-MI-Bench | test | 298 | Six benchmark tasks after the two author-specified exclusions |
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PMCID and source-figure provenance was recovered for 38,565 text-only source records: 38,366 by monotonic semantic alignment and 199 by exact context-question-answer alignment. After article-overlap and licence filtering, 38,516 text-only records are released. The alignment method and evidence are recorded per sample in `metadata/puretext_provenance.jsonl`.
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```python
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from datasets import load_dataset
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pmc_mi = load_dataset("KerwinFu/M3LLM-data", "pmc_mi_multi_subimage_vqa")
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policy = load_dataset("KerwinFu/M3LLM-data", "pmc_mi_policy_refinement")
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benchmark = load_dataset("KerwinFu/M3LLM-data", "pmc_mi_bench_multi_subimage_vqa")
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```
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Visual PMC-MI and policy-refinement records reference source-image filenames from the [MedPMC-11M image repository](https://huggingface.co/datasets/Yale-BIDS-Chen/medpmc-11m-dataset_jun24_baseline). The 588 images referenced by PMC-MI-Bench are included here.
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## Associated resources
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- Code: https://github.com/KerwinFuyihang/M3LLM-v2
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- Source-image repository: https://huggingface.co/datasets/Yale-BIDS-Chen/medpmc-11m-dataset_jun24_baseline
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- en
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license: other
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license_name: mixed-cc-by-nc-sa-4.0-and-per-source-pmc
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license_link: https://huggingface.co/datasets/KerwinFu/M3LLM-data-v1.0.0/blob/main/DATA_LICENCE.md
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task_categories:
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- visual-question-answering
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- question-answering
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# M3LLM Data
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Data for M³LLM training and evaluation on biomedical instruction-following tasks derived from PubMed Central (PMC) articles. This repository is the versioned v1.0.0 data release.
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## Contents
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| PMC-MI policy-refinement partition | validation | 200 | Validation instances for Stage II |
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| PMC-MI-Bench | test | 298 | Six benchmark tasks after the two author-specified exclusions |
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Initial PMC-MI assembly yielded 237,137 instruction instances. The source-article separation audit excluded 117 model-development records whose PMCIDs occurred in retained PMC-MI-Bench, yielding the final 237,020-instance study corpus. This corpus contains 226,464 supervised instructions and 10,556 policy-refinement instances, comprising 10,356 optimization and 200 validation instances.
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The public release applies two additional provenance and licence filters. It excludes 43 records associated with 39 PMCIDs for which redistribution-licence evidence was not verified to the release threshold and 2,021 text-only records from the unavailable raw shard `008`, whose PMCID and source-figure provenance could not be recovered. The resulting release contains 224,401 supervised records, 10,355 policy-refinement training records, 200 policy-refinement validation records and 298 benchmark records. `metadata/training_exclusions.jsonl` records each exclusion without redistributing its instruction content.
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PMCID and source-figure provenance was recovered for 38,565 text-only source records: 38,366 by monotonic semantic alignment and 199 by exact context-question-answer alignment. After article-overlap and licence filtering, 38,516 text-only records are released. The alignment method and evidence are recorded per sample in `metadata/puretext_provenance.jsonl`.
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```python
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from datasets import load_dataset
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pmc_mi = load_dataset("KerwinFu/M3LLM-data-v1.0.0", "pmc_mi_multi_subimage_vqa")
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policy = load_dataset("KerwinFu/M3LLM-data-v1.0.0", "pmc_mi_policy_refinement")
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benchmark = load_dataset("KerwinFu/M3LLM-data-v1.0.0", "pmc_mi_bench_multi_subimage_vqa")
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```
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Visual PMC-MI and policy-refinement records reference source-image filenames from the [MedPMC-11M image repository](https://huggingface.co/datasets/Yale-BIDS-Chen/medpmc-11m-dataset_jun24_baseline). The 588 images referenced by PMC-MI-Bench are included here.
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## Associated resources
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- Code: https://github.com/KerwinFuyihang/M3LLM-v2/tree/v1.0.2
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- Source-image repository: https://huggingface.co/datasets/Yale-BIDS-Chen/medpmc-11m-dataset_jun24_baseline
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