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license: cc-by-nc-sa-3.0 |
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# Minecraft MCQ Datasets |
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## Overview |
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This repository contains two high-quality evaluation datasets for assessing the domain-specific expertise of models within the context of Minecraft. Due to the open-ended nature of questions in Minecraft, conventional evaluation metrics and common benchmarks may not be fully suitable. To address this, we created two Multiple-Choice Question (MCQ) datasets using GPT-4, focusing on different themes and keywords related to Minecraft. |
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## Datasets |
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### 1. Multi-Theme MCQ Dataset |
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This dataset covers various content themes related to the game Minecraft. It includes 1,050 multiple-choice questions, carefully designed to test a wide range of Minecraft knowledge. The following themes are covered: |
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- **Game Basics:** Blocks and items, survival mechanics, etc. |
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- **World Exploration:** Biomes, terrain and landforms, etc. |
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- **Mobs and Interactions:** Characteristics of mobs, combat system, trading, and villagers. |
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- **Survival Skills:** Resource gathering, crafting and production, farming, and animal husbandry. |
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- **Building and Creativity:** Building styles, techniques, interior decoration, and Redstone mechanics. |
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- **Special Dimensions:** The Nether, The End, adventure, and exploration. |
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### 2. Wiki-Based MCQ Dataset |
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This dataset is derived from the information available on Minecraft Wiki pages, designed to align closely with documented in-game knowledge. This dataset contains 2,083 multiple-choice questions based on 615 Minecraft-related keywords, ensuring depth and coverage of Minecraft-related trivia. |
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## Dataset Generation Process |
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### Multi-Theme MCQ Dataset |
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1. **Summarization:** Summarize key themes within Minecraft. |
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2. **Keyword Listing:** Identify relevant keywords for each theme. |
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3. **Question Generation:** Use GPT-4 to generate questions based on these keywords, ensuring a balanced distribution of difficulty levels (easy, medium, hard). |
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### Wiki-Based MCQ Dataset |
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1. **Keyword Identification:** List important Minecraft-related keywords. |
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2. **Question Generation:** Use GPT-4 to generate questions based on these keywords and the information on corresponding Minecraft Wiki pages, ensuring the objectivity and accuracy of the MCQs. |
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## Usage |
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To utilize the datasets, download the corresponding files from this repository. Each dataset is provided in multiple-choice question format with clearly defined difficulty levels and themes/keywords. |
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## Details |
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### License |
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This dataset is made available under the [Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License](https://creativecommons.org/licenses/by-nc-sa/3.0/). |
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### DOI |
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10.5281/zenodo.11583478 |
