Datasets:

vmal
/

med-advisor-conversation-4B

schema_version stringclasses 1 value	record_id stringlengths 51 90	scenario_id stringlengths 37 76	thinking bool 2 classes	domain stringclasses 20 values	title stringlengths 15 110	user_intent stringclasses 6 values	conversation_pattern stringclasses 8 values	persona dict	end_reason stringclasses 2 values	conversation listlengths 2 12	token_counts dict	provenance dict	training_split stringclasses 1 value	split_group_id stringlengths 31 31
med_advisor_v5_sft_v1	train3_explanation_mechanism_evidence_v4_pilot_gen_001485__non_thinking	train3_explanation_mechanism_evidence_v4_pilot_gen_001485	false	laboratory_and_diagnostic_medicine	i'm a medical student working on a rare disease project	explanation_mechanism_evidence	progressive_followup	{ "audience": "medical_student", "role": "medical student studying a clinical topic", "literacy": "advanced", "affect": "curious and attentive", "style": "asks for mechanism, interpretation, and common pitfalls" }	user_satisfied	[ { "role": "user", "content": "I'm a medical student working on a rare disease project. I came across ORPHA:337 and I'm trying to understand its epidemiology. Can you explain what is known about its prevalence and how the data varies across different regions?", "turn_index": 0 }, { "role": "assis...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 49, "reasoning": 0, "combined": 49 }, { "turn_index": 1, "role": "assistant", "content": 551, "reaso...	{ "source_record_id": "v4_pilot_gen_001485", "seed_id": null }	train	family_3da9ed4d6d3cc9cf8b897bb7
med_advisor_v5_sft_v1	train3_medication_numerical_reasoning_v4_pilot_gen_000981__non_thinking	train3_medication_numerical_reasoning_v4_pilot_gen_000981	false	endocrinology	i've been reading about nanocurcumin for diabetes	medication_numerical_reasoning	challenge_vague_answer	{ "audience": "healthcare_worker", "role": "healthcare worker seeking an evidence-aware refresher", "literacy": "advanced", "affect": "curious and attentive", "style": "focuses on practical communication and scope boundaries" }	user_satisfied	[ { "role": "user", "content": "I've been reading about nanocurcumin for diabetes. Can you tell me if I should start taking it to lower my blood sugar? I have type 2 diabetes and my last HbA1c was 8.2%.", "turn_index": 0 }, { "role": "assistant", "content": "I can't tell you whether to start n...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 49, "reasoning": 0, "combined": 49 }, { "turn_index": 1, "role": "assistant", "content": 478, "reaso...	{ "source_record_id": "v4_pilot_gen_000981", "seed_id": null }	train	family_9fde2be6828f35a1e5e7629c
med_advisor_v5_sft_v1	train3_safety_escalation_v4_pilot_gen_002920__non_thinking	train3_safety_escalation_v4_pilot_gen_002920	false	gastroenterology	i'm a medical student, and i'm trying to understand how drug dosing is	safety_escalation	late_red_flag	{ "audience": "medical_student", "role": "medical student studying a clinical topic", "literacy": "advanced", "affect": "alarmed and seeking immediate clarity", "style": "wants a technically accurate framework rather than a memorized slogan" }	max_turns	[ { "role": "user", "content": "I'm a medical student, and I'm trying to understand how drug dosing is determined for individual patients. Can you explain the general principles?", "turn_index": 0 }, { "role": "assistant", "content": "# Principles of Individualized Drug Dosing\n\n**Core concep...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 29, "reasoning": 0, "combined": 29 }, { "turn_index": 1, "role": "assistant", "content": 628, "reaso...	{ "source_record_id": "v4_pilot_gen_002920", "seed_id": null }	train	family_1d166e874ddd6ec93289e7b0
med_advisor_v5_sft_v1	train3_lab_test_risk_interpretation_v4gen_fill_002725__non_thinking	train3_lab_test_risk_interpretation_v4gen_fill_002725	false	reproductive_health	my sister is pregnant and her doctor said her blood test shows she	lab_test_risk_interpretation	challenge_vague_answer	{ "audience": "curious_patient", "role": "person seeking practical medical information", "literacy": "basic", "affect": "concerned but engaged", "style": "wants a concise answer before optional detail" }	max_turns	[ { "role": "user", "content": "My sister is pregnant and her doctor said her blood test shows she is at 'increased risk' for Down syndrome. She is scared and thinks this means the baby definitely has it. I told her that screening tests are not diagnostic, but she asked me: what is the difference between a sc...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 88, "reasoning": 0, "combined": 88 }, { "turn_index": 1, "role": "assistant", "content": 515, "reaso...	{ "source_record_id": "v4gen_fill_002725", "seed_id": null }	train	family_802b96f7be3a08c3139e4ac5
med_advisor_v5_sft_v1	gen_explanation_mechanism_evidence_oncology_017_c4__non_thinking	gen_explanation_mechanism_evidence_oncology_017_c4	false	oncology	i'm a patient with melanoma, and my oncologist mentioned i might start an	explanation_mechanism_evidence	late_fact_disclosure	{ "audience": "curious_patient", "role": "person seeking practical medical information", "literacy": "basic", "affect": "curious and attentive", "style": "prefers a plain-language answer and concrete distinctions" }	user_satisfied	[ { "role": "user", "content": "I'm a patient with melanoma, and my oncologist mentioned I might start an immunotherapy that 'takes the brakes off' my immune system. That sounds both promising and scary. Can you explain how it works and what the evidence is that it actually helps?", "turn_index": 0 }, ...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 53, "reasoning": 0, "combined": 53 }, { "turn_index": 1, "role": "assistant", "content": 604, "reaso...	{ "source_record_id": null, "seed_id": "oncology_017" }	train	family_cad69e20d401b2b7b8fac35a
med_advisor_v5_sft_v1	train3_explanation_mechanism_evidence_v4_pilot_gen_003397__non_thinking	train3_explanation_mechanism_evidence_v4_pilot_gen_003397	false	gastroenterology	i'm a nurse on an acute oncology unit, and we're thinking of implementing	explanation_mechanism_evidence	challenge_vague_answer	{ "audience": "healthcare_worker", "role": "healthcare worker seeking an evidence-aware refresher", "literacy": "advanced", "affect": "curious and attentive", "style": "asks for concise counseling language grounded in clinical principles" }	user_satisfied	[ { "role": "user", "content": "I'm a nurse on an acute oncology unit, and we're thinking of implementing a digital symptom triage system like OncsCare. I've been reading the JMIR Cancer paper on it, but I'm struggling with how to apply it to our specific patient population. We have a lot of patients on oral ...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 115, "reasoning": 0, "combined": 115 }, { "turn_index": 1, "role": "assistant", "content": 553, "rea...	{ "source_record_id": "v4_pilot_gen_003397", "seed_id": null }	train	family_3aec824c433e4fdb7759e56e
med_advisor_v5_sft_v1	gen_medication_numerical_reasoning_laboratory_and_diagnostic_medicine_014_c3__non_thinking	gen_medication_numerical_reasoning_laboratory_and_diagnostic_medicine_014_c3	false	laboratory_and_diagnostic_medicine	i'm a second-year med student reviewing radiation safety for a radiology rotation	medication_numerical_reasoning	information_correction	{ "audience": "medical_student", "role": "medical student studying a clinical topic", "literacy": "advanced", "affect": "concerned but engaged", "style": "tests the explanation with a follow-up case detail" }	user_satisfied	[ { "role": "user", "content": "I'm a second-year med student reviewing radiation safety for a radiology rotation. We're going over effective doses for different studies, and I want to check my understanding. I'm trying to figure out how to counsel a hypothetical patient who's worried about getting a PET/CT v...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 61, "reasoning": 0, "combined": 61 }, { "turn_index": 1, "role": "assistant", "content": 520, "reaso...	{ "source_record_id": null, "seed_id": "laboratory_and_diagnostic_medicine_014" }	train	family_bd19a97bf21bb26d23b2a1b7
med_advisor_v5_sft_v1	train3_safety_escalation_v4_pilot_gen_000288__thinking	train3_safety_escalation_v4_pilot_gen_000288	true	neurology	i’m trying to understand how doctors use genetic tests to figure out cancer	safety_escalation	late_red_flag	{ "audience": "science_literate_adult", "role": "science-literate adult evaluating medical information", "literacy": "intermediate", "affect": "alarmed and seeking immediate clarity", "style": "is comfortable with numbers but challenges false precision" }	user_satisfied	[ { "role": "user", "content": "I’m trying to understand how doctors use genetic tests to figure out cancer risk in families. Can you explain how germline testing and tumor testing are different and why both might be done?", "turn_index": 0 }, { "role": "assistant", "content": "**Germline test...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 38, "reasoning": 0, "combined": 38 }, { "turn_index": 1, "role": "assistant", "content": 312, "reaso...	{ "source_record_id": "v4_pilot_gen_000288", "seed_id": null }	train	family_8b4e745f87926917c4024996
med_advisor_v5_sft_v1	train3_explanation_mechanism_evidence_v4_pilot_gen_001962__thinking	train3_explanation_mechanism_evidence_v4_pilot_gen_001962	true	rare_disease	i came across the term orpha:15 in some rare disease information	explanation_mechanism_evidence	depth_shift	{ "audience": "curious_patient", "role": "person seeking practical medical information", "literacy": "basic", "affect": "curious and attentive", "style": "asks one question at a time and challenges vague reassurance" }	user_satisfied	[ { "role": "user", "content": "I came across the term ORPHA:15 in some rare disease information. Can you explain what the epidemiology data says about how often it occurs at birth worldwide and in different regions?", "turn_index": 0 }, { "role": "assistant", "content": "ORPHA:15 is the Orpha...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 38, "reasoning": 0, "combined": 38 }, { "turn_index": 1, "role": "assistant", "content": 405, "reaso...	{ "source_record_id": "v4_pilot_gen_001962", "seed_id": null }	train	family_8fd2617351f731f6edd44b48
med_advisor_v5_sft_v1	train3_medication_numerical_reasoning_v4gen_fill_000072__thinking	train3_medication_numerical_reasoning_v4gen_fill_000072	true	gastroenterology	i'm a nurse practitioner preparing a patient for a routine oncology follow-up	medication_numerical_reasoning	information_correction	{ "audience": "healthcare_worker", "role": "healthcare worker seeking an evidence-aware refresher", "literacy": "advanced", "affect": "curious and attentive", "style": "asks how to explain the issue without overstating certainty" }	max_turns	[ { "role": "user", "content": "I'm a nurse practitioner preparing a patient for a routine oncology follow-up. The patient has advanced cancer and is continuing disease-directed treatment, but I want to explain the concept of palliative care alongside that treatment. Can you give me a clear definition and the...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 70, "reasoning": 0, "combined": 70 }, { "turn_index": 1, "role": "assistant", "content": 398, "reaso...	{ "source_record_id": "v4gen_fill_000072", "seed_id": null }	train	family_2ae81a4ff4e756050745a029
med_advisor_v5_sft_v1	gen_lab_test_risk_interpretation_pediatrics_013_c2__non_thinking	gen_lab_test_risk_interpretation_pediatrics_013_c2	false	pediatrics	my 8-year-old has been having trouble falling asleep lately	lab_test_risk_interpretation	progressive_followup	{ "audience": "curious_patient", "role": "person seeking practical medical information", "literacy": "basic", "affect": "curious and attentive", "style": "asks direct practical questions in everyday language" }	user_satisfied	[ { "role": "user", "content": "My 8-year-old has been having trouble falling asleep lately. I've read that screen time can mess with sleep, but I'm not sure how serious it is. Can you help me understand?", "turn_index": 0 }, { "role": "assistant", "content": "Yes — for an 8-year-old, screen t...	{ "tokenizer": "Qwen/Qwen3-4B", "revision": "1cfa9a7208912126459214e8b04321603b3df60c", "messages": [ { "turn_index": 0, "role": "user", "content": 40, "reasoning": 0, "combined": 40 }, { "turn_index": 1, "role": "assistant", "content": 471, "reaso...	{ "source_record_id": null, "seed_id": "pediatrics_013" }	train	family_768fd9376e3057ef1bfc838c

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Med Advisor Conversation 4B Data

Medical conversation data for supervised fine-tuning, reinforcement learning, and evaluation. The collection includes thinking and non-thinking modes.

Configuration	Data	Splits	Documentation
`sft`	15,565 conversations and their scenario cards	`train`, `validation`	SFT data
`rl`	1,000 scenario cards: 700 thinking and 300 non-thinking	`train`	RL data
`healthbench_consensus_english_1k`	1,000 English HealthBench Consensus examples with 2,194 rubric criteria	`test`	Evaluation data

Load the data

from datasets import load_dataset

repo = "vmal/med-advisor-conversation-4B"

sft = load_dataset(repo, "sft")
rl = load_dataset(repo, "rl", split="train")
evaluation = load_dataset(repo, "healthbench_consensus_english_1k", split="test")

SFT and RL data cover 20 medical domains, five audience groups, six user intents, and eight conversation patterns. The audience groups are patients, caregivers, science-literate adults, medical students, and healthcare workers.

All data files use JSONL: one JSON object per line. Each folder includes format documentation and JSON Schemas.

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Models trained or fine-tuned on vmal/med-advisor-conversation-4B