Update README.md

README.md

@@ -18,6 +18,8 @@ tags:
 - rslora
 - liger
 - sociology
+datasets:
+- agentlans/finewebedu-short-answer
 ---
 
 # Qwen2.5-1.5B-Instruct-Short-Answer-Maker
@@ -36,7 +38,8 @@ This model is fine-tuned to generate short answer questions in XML format based
 
 ### Dataset
 
-The training dataset was derived 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. It contains 4,447 entries. Due to licensing restrictions, the dataset is not included in this repository.
+- The training dataset was derived 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. It contains 4447 entries. Due to licensing restrictions, the dataset is not included in this repository.
+- The model was further trained on [agentlans/finewebedu-short-answer](https://huggingface.co/datasets/agentlans/finewebedu-short-answer) using the same settings but with an additional 0.2 LoRA dropout.
 
 ### Fine-Tuning Methodology
 
@@ -60,8 +63,9 @@ Generate benchmark datasets to train and evaluate NLP models on tasks such as qu
 1. **Human Review Required**: Outputs should be manually reviewed for accuracy and relevance.
 2. **Context Dependency**: Some questions and answers may lack standalone context or refer ambiguously to "this text" or "this excerpt."
 3. **Redundancy**: The model generates comprehensive outputs that may include repetitive questions.
-4. **Format Constraints**: XML output is verbose but ensures stricter validation compared to JSON; additional processing may be required.
+4. **Format Constraints**: XML output is verbose but ensures stricter validation compared to JSON. Additional processing may be required.
 5. **No Multipart Questions**: Does not support multipart questions with partial marks.
+6. **Performance Varies With Input Length**: For best results, use 1000-12000 character length texts and always follow the input format below.
 
 ## Usage Instructions
 
@@ -86,7 +90,7 @@ The model will produce output in XML format:
 <question>Question 2?</question>
 <answer>Answer 2.</answer>
 </short-answer>
-... more <short-answer></short-answer> tags
+...
 </quiz>
 ```
 
@@ -107,60 +111,45 @@ Output:
 ```xml
 <quiz>
 <short-answer>
-<question>What is the primary goal of cultural relativism?</question>
-<answer>Cultural relativism aims to understand cultural practices and beliefs within their own context.</answer>
+<question>What is the main concept of cultural relativism in anthropology?</question>
+<answer>The importance of understanding cultural practices and beliefs within their own context rather than judging them by external standards.</answer>
 </short-answer>
-
 <short-answer>
-<question>How does cultural relativism challenge ethnocentrism?</question>
-<answer>Cultural relativism rejects viewing one's own culture as superior or normative, focusing on appreciating cultural diversity.</answer>
+<question>What is ethnocentrism, and how does cultural relativism challenge it?</question>
+<answer>Ethnocentrism is the tendency to view one's own culture as superior or normative. Cultural relativism promotes an appreciation for the diversity of human experiences and expressions, challenging ethnocentrism by recognizing that values, norms, and traditions are shaped by unique historical, social, and environmental factors.</answer>
 </short-answer>
-
 <short-answer>
-<question>According to cultural relativism, what determines the meaning and value of cultural practices?</question>
-<answer>Their historical, social, and environmental contexts shape the meanings and values associated with those practices.</answer>
+<question>How do cultural relativism and universal human rights standards relate to each other?</question>
+<answer>Cultural relativism fosters empathy and cross-cultural understanding, while also raising complex ethical questions when certain practices conflict with universal human rights standards.</answer>
 </short-answer>
-
 <short-answer>
-<question>In what ways do cultural differences sometimes clash with universal human rights standards?</question>
-<answer>Certain cultural practices can be seen as conflicting with basic human rights, requiring balance between respect for tradition and advocacy for freedom and wellbeing.</answer>
+<question>What are some examples of practices that may seem peculiar or incomprehensible to outsiders but hold profound significance within their communities?</question>
+<answer>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.</answer>
 </short-answer>
-
 <short-answer>
-<question>What role do scholars play in addressing conflicts between cultural traditions and universal human rights?</question>
-<answer>Scholars advocate for a balanced approach that respects cultural specifics while promoting dialogue about shared values and ethical principles.</answer>
+<question>What is the challenge of reconciling cultural specificity with promoting dialogue about shared values and ethical principles?</question>
+<answer>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.</answer>
 </short-answer>
-
 <short-answer>
-<question>Why is cultural relativism considered crucial in today's globalized world?</question>
-<answer>Cultural relativism helps navigate complexity, fostering empathy and engaging with diverse societies through rigorous study and practical application.</answer>
+<question>How does cultural relativism serve as a critical tool for navigating globalization and multiculturalism?</question>
+<answer>Cultural relativism encourages both academic inquiry and practical engagement with diverse societies, helping to navigate the complexities of globalization and multiculturalism in an increasingly interconnected world.</answer>
 </short-answer>
-
 <short-answer>
-<question>What type of interaction encourages learning from different cultures according to cultural relativism?</question>
-<answer>Diverse interactions, including scholarly research and practical engagement, promote cross-cultural understanding and knowledge exchange.</answer>
+<question>What are some examples of cultural practices that have been the subject of debate and discussion, particularly in relation to universal human rights standards?</question>
+<answer>Examples include female genital mutilation and child marriage.</answer>
 </short-answer>
-
 <short-answer>
-<question>Which two concepts are directly opposed by cultural relativism?</question>
-<answer>Ethnocentrism (viewing one’s own culture as superior) and cultural relativism itself (respecting other cultures).</answer>
+<question>How do cultural practices and beliefs vary across different societies?</question>
+<answer>Cultural practices and beliefs are shaped by historical, social, and environmental factors unique to each society, meaning they vary across different societies.</answer>
 </short-answer>
-
-<short-answer>
-<question>What kind of tensions arise due to cultural relativism regarding practice versus principle?</question>
-<answer>Tensions emerge when certain culturally specific practices conflict with universally accepted moral or legal standards.</answer>
-</short-answer>
-
 <short-answer>
-<question>Who benefits most from embracing cultural relativism?</question>
-<answer>All individuals involved in studying and interacting with various cultures gain from this perspective.</answer>
+<question>What is the significance of understanding cultural practices and beliefs within their own context?</question>
+<answer>Understanding cultural practices and beliefs within their own context helps to avoid judging them by external standards and fosters empathy and cross-cultural understanding.</answer>
 </short-answer>
-
 <short-answer>
-<question>What outcome results from applying cultural relativism effectively?</question>
-<answer>A more nuanced comprehension of human experience across different cultures leads to greater tolerance and mutual respect among people worldwide.</answer>
+<question>How does cultural relativism promote dialogue about shared values and ethical principles?</question>
+<answer>Cultural relativism promotes dialogue about shared values and ethical principles by acknowledging cultural specificity while promoting a balanced approach that respects cultural traditions while also advocating for individual freedoms and well-being.</answer>
 </short-answer>
-
 </quiz>
 ```
-</details>
+</details>