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metadata
task_categories:
  - question-answering
language:
  - en
tags:
  - genetics
  - biology
  - medical
configs:
  - config_name: default
    data_files:
      - split: evaluation
        path:
          - source1.csv
          - source2.csv
          - source3.csv

A collection of multiple-choice questions intended for students preparing for the American Board of Genetic Counseling (ABGC) Certification Examination.

Also see the genetic-counselor-freeform-questions evaluation set.

A genetic counselor must be prepared to answer questions about inheritance of traits, medical statistics, testing, empathetic and ethical conversations with patients, and observing symptoms.

For evaluation only

The goal of this dataset is to evaluate LLMs and other AI agents on genetic counseling topics in an exam format. It is insufficient for training or finetuning an expert system.
Author cannot verify the accuracy, completeness, or relevance of the answers.

Patients need personalized, expert advice beyond what can be described on an exam or returned by an AI.

How to evaluate

You can run this LightEval evaluation with the command:

lighteval accelerate \
    "pretrained=meta-llama/Llama-3.1-8B-Instruct" \
    "community|genetic-counselor-multiple-choice|0|0" \
    --custom-tasks lighteval-tasks/community_tasks/gen_counselor_evals.py \
    --override-batch-size=5 \
    --use-chat-template

Llama-3.1-8B-Instruct got 50.67% accuracy. I haven't been able to run all of the questions by OpenAI, but ChatGPT was doing pretty good on a sample of questions.

Source information

Source 1

Quizlet from 2015

  • Some answers may not be up-to-date with current practices
  • Examples using images (pedigree) or missing multiple-choice answers are not included
  • Hyphenization was added post-download and may not be complete

Source 2

Quizlet from 2020

Source 3

Quizlet from 2020

Some questions were removed which had multiple answers (i.e. B and C). Some questions matching Source 1 are removed.