Bhupati1998/BioEvidence-LLM-1.5B
Text Generation • Updated • 1
Datasets:
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
id: string
pmid: string
task: string
question: string
context: string
ground_truth: struct<decision: string, answer: string, evidence: list<item: string>, uncertainty: string, limitati (... 22 chars omitted)
child 0, decision: string
child 1, answer: string
child 2, evidence: list<item: string>
child 0, item: string
child 3, uncertainty: string
child 4, limitations: list<item: null>
child 0, item: null
messages: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
to
{'id': Value('string'), 'task': Value('string'), 'pmid': Value('string'), 'messages': List({'role': Value('string'), 'content': Value('string')})}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
id: string
pmid: string
task: string
question: string
context: string
ground_truth: struct<decision: string, answer: string, evidence: list<item: string>, uncertainty: string, limitati (... 22 chars omitted)
child 0, decision: string
child 1, answer: string
child 2, evidence: list<item: string>
child 0, item: string
child 3, uncertainty: string
child 4, limitations: list<item: null>
child 0, item: null
messages: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
to
{'id': Value('string'), 'task': Value('string'), 'pmid': Value('string'), 'messages': List({'role': Value('string'), 'content': Value('string')})}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
id string | task string | pmid string | messages list |
|---|---|---|---|
bioev_pubmedqa_16428354 | evidence_qa | 16428354 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_25859857 | evidence_qa | 25859857 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_17890090 | evidence_qa | 17890090 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_16498158 | evidence_qa | 16498158 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_19640728 | evidence_qa | 19640728 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_18540901 | evidence_qa | 18540901 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_16991071 | evidence_qa | 16991071 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_26126304 | evidence_qa | 26126304 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_medquad_0000002_7 | medical_explanation | null | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_27184293 | evidence_qa | 27184293 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_23359100 | evidence_qa | 23359100 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_24995509 | evidence_qa | 24995509 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_25636371 | evidence_qa | 25636371 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_9616411 | evidence_qa | 9616411 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_22348433 | evidence_qa | 22348433 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_17704864 | evidence_qa | 17704864 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_25499207 | evidence_qa | 25499207 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmed_42772911 | evidence_summary | 42772911 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_15597845 | evidence_qa | 15597845 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_21190419 | evidence_qa | 21190419 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_25957366 | evidence_qa | 25957366 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_17445978 | evidence_qa | 17445978 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_23677366 | evidence_qa | 23677366 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_23949294 | evidence_qa | 23949294 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_19142546 | evidence_qa | 19142546 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_10456814 | evidence_qa | 10456814 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_20011163 | evidence_qa | 20011163 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_22867778 | evidence_qa | 22867778 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_26818046 | evidence_qa | 26818046 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_23264436 | evidence_qa | 23264436 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_19230985 | evidence_qa | 19230985 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_17595200 | evidence_qa | 17595200 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_27818079 | evidence_qa | 27818079 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_9100537 | evidence_qa | 9100537 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_23240452 | evidence_qa | 23240452 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_25079920 | evidence_qa | 25079920 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_14627582 | evidence_qa | 14627582 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_26222664 | evidence_qa | 26222664 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_26820719 | evidence_qa | 26820719 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_24476003 | evidence_qa | 24476003 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_19931500 | evidence_qa | 19931500 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_24446763 | evidence_qa | 24446763 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_22227642 | evidence_qa | 22227642 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_20537205 | evidence_qa | 20537205 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_26163474 | evidence_qa | 26163474 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_24013712 | evidence_qa | 24013712 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
bioev_pubmedqa_10473855 | evidence_qa | 10473855 | [
{
"role": "system",
"content": "You are BioEvidence-LLM, an expert biomedical literature analysis assistant.\nYour role is to analyze biomedical questions and provided source evidence strictly and accurately.\n\nCRITICAL OPERATIONAL RULES:\n1. EVIDENCE BEFORE GENERATION: Base all claims solely on the provid... |
End of preview.
YAML Metadata Warning:The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
Dataset Card: BioEvidence-SFT & BioEvidence-Eval
Dataset Summary
The BioEvidence-SFT and BioEvidence-Eval datasets are curated instruction-tuning and benchmarking corpora designed for evidence-grounded biomedical NLP tasks.
Subsets & Splits
- BioEvidence-SFT-v0.1: 100 balanced pilot samples across all 7 taxonomy tasks (100% human-rubric validated).
- BioEvidence-SFT-full: 880 multi-source training samples formatted in ChatML format.
- BioEvidence-Eval-v0.1: 156 held-out evaluation samples with zero article/PMID overlap with training data.
Provenance & Sources
- PubMedQA (MIT License): Expert-annotated research questions with
yes/no/maybedecisions. - MedQuAD (NIH Public Domain): 12 NIH institute consumer and clinician health resources.
- PubMed (NCBI E-utilities): Controlled queries for randomized clinical trials.
- PMC Open Access (CC-BY): Full-text open-access articles via the BioC API.
Leakage Prevention
All splits are grouped strictly by PubMed ID (PMID) or PubMed Central ID (PMCID). No articles or abstracts exist in both training and evaluation subsets.
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Models trained or fine-tuned on Bhupati1998/BioEvidence-Datasets