Update README.md

README.md

@@ -25,9 +25,16 @@ tags:
 
 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.
 
+Quantized models of the *previous version* are available [here](https://huggingface.co/mradermacher/Qwen2.5-1.5B-Instruct-Multiple-Choice-Maker-GGUF).
+Special thanks to [mradermacher](https://huggingface.co/mradermacher) for quantizing.
+
 ### 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](https://huggingface.co/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](https://github.com/hiyouga/LLaMA-Factory) with rank 16 LoRA, alpha = 32, and rslora, leveraging the Liger kernel.
+- **Data Source**:
+  - The training dataset was generated from open-source sociology textbooks using a custom prompt powered by the [agentlans/Llama3.1-LexiHermes-SuperStorm](https://huggingface.co/agentlans/Llama3.1-LexiHermes-SuperStorm) model. The dataset contains 3,739 rows. Due to licensing restrictions, the dataset is not provided here.
+  - Additional finetuning on [agentlans/finewebedu-multiple-choice](https://huggingface.co/datasets/agentlans/finewebedu-multiple-choice) dataset
+- **Training Method**:
+  - Fine-tuning was conducted using [LLaMA-Factory](https://github.com/hiyouga/LLaMA-Factory) with rank 16 LoRA, alpha = 32, and rslora, leveraging the Liger kernel.
+  - The additional finetuning was done with the same settings but with 0.2 LoRA dropout
 
 ### Potential Applications
 - **Education**: Automate the creation of multiple-choice questions for exams or quizzes.
@@ -78,52 +85,36 @@ Output:
 ```xml
 <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>
+<question>What is the main argument of cultural relativism?</question>
+<choice id="a">That cultural practices and beliefs are universal and should be judged by external standards.</choice>
+<choice id="b">That values, norms, and traditions are shaped by historical, social, and environmental factors unique to each society.</choice>
+<choice id="c">That one's own culture is superior or normative and should be viewed as such.</choice>
+<choice id="d">That cultural diversity is a threat to human rights and should be suppressed.</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>
+<question>What is a potential challenge when cultural relativism is applied to issues like female genital mutilation or child marriage?</question>
+<choice id="a">It can lead to a lack of empathy and understanding between cultures.</choice>
+<choice id="b">It can promote a balanced approach that acknowledges cultural specificity while promoting dialogue about shared values and ethical principles.</choice>
+<choice id="c">It can result in the suppression of cultural traditions and the violation of individual freedoms.</choice>
+<choice id="d">It can lead to a loss of cultural diversity and the erosion of human rights.</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>
+<question>What is one way cultural relativism can be applied to address the tension between cultural traditions and universal human rights?</question>
+<choice id="a">By suppressing cultural traditions and promoting the suppression of individual freedoms.</choice>
+<choice id="b">By advocating for a balanced approach that acknowledges cultural specificity while promoting dialogue about shared values and ethical principles.</choice>
+<choice id="c">By ignoring the issue and focusing on other aspects of cultural diversity.</choice>
+<choice id="d">By promoting the suppression of cultural traditions and the promotion of individual freedoms.</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"/>
+<question>What is a benefit of cultural relativism in navigating the complexities of globalization and multiculturalism?</question>
+<choice id="a">It can lead to a loss of cultural diversity and the erosion of human rights.</choice>
+<choice id="b">It can promote empathy and cross-cultural understanding.</choice>
+<choice id="c">It can result in the suppression of cultural traditions and the violation of individual freedoms.</choice>
+<choice id="d">It can lead to a lack of empathy and understanding between cultures.</choice>
+<answer value="b"/>
 </multiple-choice>
 </quiz>
 ```