Qwen2.5-1.5B-Instruct-Multiple-Choice-Maker

Overview

This model is fine-tuned to generate multiple-choice questions in XML format based on input text. It is designed for educational purposes, such as creating assessment materials, and for generating machine learning benchmark questions.

Training Details

Data Source: The training dataset was generated from open-source sociology textbooks using a custom prompt powered by the agentlans/Llama3.1-LexiHermes-SuperStorm model. The dataset contains 3,739 rows. Due to licensing restrictions, the dataset is not provided here.
Training Method: Fine-tuning was conducted using LLaMA-Factory with rank 16 LoRA, alpha = 32, and rslora, leveraging the Liger kernel.

Potential Applications

Education: Automate the creation of multiple-choice questions for exams or quizzes.
Machine Learning: Generate benchmark datasets for evaluating natural language processing models.

Limitations

Outputs may require manual review to ensure:
- Questions and answers are contextually accurate and appropriate for assessment.
- Only one correct answer is provided.
XML format is verbose but ensures stricter validation compared to JSON.
- Requires further processing to make it suitable for human or machine assessments.

Usage Instructions

Format the text using this template:

Multiple choice:
{{YOUR_TEXT_HERE}}

The output will be given in XML format like:

<quiz>
<multiple-choice>
<question>What is the answer to this question?</question>
<choice id="a">Choice A</choice>
<choice id="b">Choice B</choice>
<choice id="c">Choice C</choice>
<choice id="d">Choice D</choice>
<answer value="a"/>
</multiple-choice>
... more <multiple-choice></multiple-choice> tags
</quiz>

Click here for an example

Input:

Multiple choice:

The concept of cultural relativism has long been a cornerstone of anthropological theory, emphasizing the importance of understanding cultural practices and beliefs within their own context rather than judging them by external standards. This perspective challenges ethnocentrism, the tendency to view one's own culture as superior or normative, and instead promotes an appreciation for the diversity of human experiences and expressions. Cultural relativism posits that values, norms, and traditions are not universal but are shaped by historical, social, and environmental factors unique to each society. For example, practices such as dietary restrictions, marriage customs, or religious rituals may seem peculiar or even incomprehensible to outsiders but hold profound significance within the communities that uphold them. While cultural relativism fosters empathy and cross-cultural understanding, it also raises complex ethical questions, particularly when certain practices conflict with universal human rights standards. For instance, debates surrounding issues like female genital mutilation or child marriage often highlight the tension between respecting cultural traditions and advocating for individual freedoms and well-being. Scholars have sought to reconcile these challenges by advocating for a balanced approach that acknowledges cultural specificity while promoting dialogue about shared values and ethical principles. Ultimately, cultural relativism serves as a critical tool for navigating the complexities of globalization and multiculturalism in an increasingly interconnected world, encouraging both academic inquiry and practical engagement with diverse societies.

Output:

<quiz>
<multiple-choice>
<question>What is the main idea behind cultural relativism?</question>
<choice id="a">Judging cultural practices by external standards</choice>
<choice id="b">Understanding cultural practices and beliefs within their own context</choice>
<choice id="c">Promoting an appreciation for the diversity of human experiences and expressions</choice>
<choice id="d">Viewing one's own culture as superior or normative</choice>
<answer value="b"/>
</multiple-choice>
<multiple-choice>
<question>What is one challenge of cultural relativism?</question>
<choice id="a">Promoting dialogue about shared values and ethical principles</choice>
<choice id="b">Balancing respect for cultural traditions with advocating for individual freedoms and well-being</choice>
<choice id="c">Encouraging academic inquiry into diverse societies</choice>
<choice id="d">Fostering empathy and cross-cultural understanding</choice>
<answer value="b"/>
</multiple-choice>
<multiple-choice>
<question>What is the purpose of cultural relativism?</question>
<choice id="a">To view one's own culture as superior or normative</choice>
<choice id="b">To understand cultural practices and beliefs within their own context</choice>
<choice id="c">To promote dialogue about shared values and ethical principles</choice>
<choice id="d">To challenge ethnocentrism and appreciate cultural diversity</choice>
<answer value="d"/>
</multiple-choice>
<multiple-choice>
<question>What is an example of a cultural practice that holds profound significance within a community?</question>
<choice id="a">Female genital mutilation</choice>
<choice id="b">Marriage customs</choice>
<choice id="c">Dietary restrictions</choice>
<choice id="d">Child marriage</choice>
<answer value="c"/>
</multiple-choice>
<multiple-choice>
<question>What is one way cultural relativism has been used to reconcile challenges?</question>
<choice id="a">By advocating for universal human rights standards</choice>
<choice id="b">By promoting dialogue about shared values and ethical principles</choice>
<choice id="c">By challenging ethnocentrism</choice>
<choice id="d">By promoting an appreciation for cultural diversity</choice>
<answer value="b"/>
</multiple-choice>
<multiple-choice>
<question>What is the goal of scholars advocating for a balanced approach in cultural relativism?</question>
<choice id="a">To promote dialogue about shared values and ethical principles</choice>
<choice id="b">To promote an appreciation for cultural diversity</choice>
<choice id="c">To challenge ethnocentrism and view one's own culture as superior or normative</choice>
<choice id="d">To promote an understanding of cultural practices and beliefs within their own context</choice>
<answer value="a"/>
</multiple-choice>
</quiz>