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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
"role": "assistant",
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"role": "assistant",
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{
"role": "assistant",
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{
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{
"role": "assistant",
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"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** C"
}
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{
"role": "user",
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{
"role": "assistant",
"content": "**Answer:** A"
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{
"role": "assistant",
"content": "**Answer:** B"
}
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** B"
}
] | B |
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** D"
}
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** D"
}
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{
"role": "assistant",
"content": "**Answer:** A"
}
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** A"
}
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** D"
}
] | D |
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** A"
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"role": "user",
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{
"role": "assistant",
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** A"
}
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"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** B"
}
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"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** C"
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"role": "user",
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{
"role": "assistant",
"content": "**Answer:** D"
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"role": "user",
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{
"role": "assistant",
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"role": "user",
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{
"role": "assistant",
"content": "**Answer:** C"
}
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"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
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"role": "user",
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{
"role": "assistant",
"content": "**Answer:** B"
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
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"role": "assistant",
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"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** B"
}
] | B |
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{
"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** D"
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"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** D"
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"role": "user",
"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
"role": "assistant",
"content": "**Answer:** A"
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"content": "**Answer:** B"
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"content": "You are a medical expert tasked with answering multiple-choice questions by using your medical knowledge and reasoning skills. Carefully read the **Question:** and the provided **Options:**. \n\nDetermine the correct answer based on your medical expertise. Be as accurate as pos... | [
{
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MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering
Dataset Description
| Links | |
|---|---|
| Homepage: | Github.io |
| Repository: | Github |
| Paper: | arXiv |
| Leaderboard: | Papers with Code |
| Contact (Original Authors): | Aaditya Ura aadityaura@gmail.com), Logesh logesh.umapathi@saama.com |
| Contact (Curator): | Artur Guimarães (artur.guimas@gmail.com) |
Dataset Summary
`MedMCQA has more than 194k high-quality AIIMS & NEET PG entrance exam MCQs covering 2.4k healthcare topics and 21 medical subjects are collected with an average token length of 12.77 and high topical diversity.
Each sample contains a question, correct answer(s), and other options which require a deeper language understanding as it tests the 10+ reasoning abilities of a model across a wide range of medical subjects & topics. A detailed explanation of the solution, along with the above information, is provided in this study.
MedMCQA provides an open-source dataset for the Natural Language Processing community. It is expected that this dataset would facilitate future research toward achieving better QA systems.`
Data Instances
Source Format
{
"question":"A 40-year-old man presents with 5 days of productive cough and fever. Pseudomonas aeruginosa is isolated from a pulmonary abscess. CBC shows an acute effect characterized by marked leukocytosis (50,000 mL) and the differential count reveals a shift to left in granulocytes. Which of the following terms best describes these hematologic findings?",
"exp": "Circulating levels of leukocytes and their precursors may occasionally reach very high levels (>50,000 WBC mL). These extreme elevations are sometimes called leukemoid reactions because they are similar to the white cell counts observed in leukemia, from which they must be distinguished. The leukocytosis occurs initially because of the accelerated release of granulocytes from the bone marrow (caused by cytokines, including TNF and IL-1) There is a rise in the number of both mature and immature neutrophils in the blood, referred to as a shift to the left. In contrast to bacterial infections, viral infections (including infectious mononucleosis) are characterized by lymphocytosis Parasitic infestations and certain allergic reactions cause eosinophilia, an increase in the number of circulating eosinophils. Leukopenia is defined as an absolute decrease in the circulating WBC count.",
"cop":1,
"opa":"Leukemoid reaction",
"opb":"Leukopenia",
"opc":"Myeloid metaplasia",
"opd":"Neutrophilia",
"subject_name":"Pathology",
"topic_name":"Basic Concepts and Vascular changes of Acute Inflammation",
"id":"4e1715fe-0bc3-494e-b6eb-2d4617245aef",
"choice_type":"single"
}
Data Fields
Source Format
id: a string question identifier for each examplequestion: question text (a string)opa: Option Aopb: Option Bopc: Option Copd: Option Dcop: Correct option (Answer of the question)choice_type: Question issingle-choiceormulti-choiceexp: Expert's explanation of the answersubject_name: Medical Subject name of the particular questiontopic_name: Medical topic name from the particular subject
Data Splits
TO:DO
Additional Information
Dataset Curators
Original Paper
- Ankit Pal (ankit.pal@saama.com) - Saama AI Research Chennai, India
- Logesh Kumar Umapathi (logesh.umapathi@saama.com) - Saama AI Research Chennai, India
- Malaikannan Sankarasubbu (malaikannan.sankarasubbu@saama.com) - Saama AI Research Chennai, India
Huggingface Curator
- Artur Guimarães (artur.guimas@gmail.com) - INESC-ID / University of Lisbon - Instituto Superior Técnico
Licensing Information
Citation Information
@InProceedings{pmlr-v174-pal22a,
title = {MedMCQA: A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering},
author = {Pal, Ankit and Umapathi, Logesh Kumar and Sankarasubbu, Malaikannan},
booktitle = {Proceedings of the Conference on Health, Inference, and Learning},
pages = {248--260},
year = {2022},
editor = {Flores, Gerardo and Chen, George H and Pollard, Tom and Ho, Joyce C and Naumann, Tristan},
volume = {174},
series = {Proceedings of Machine Learning Research},
month = {07--08 Apr},
publisher = {PMLR},
pdf = {https://proceedings.mlr.press/v174/pal22a/pal22a.pdf},
url = {https://proceedings.mlr.press/v174/pal22a.html},
}
Contributions
Thanks to araag2 for adding this dataset.
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