Update README.md

README.md

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----
-license: mit
----
+---
+pretty_name: ELI-Why Manually Web-Retrieved Explanations
+language:
+  - en
+license: mit
+tags:
+  - education
+  - explainability
+  - question-answering
+  - retrieval
+  - pedagogy
+dataset_info:
+  features:
+    - name: Question
+      dtype: string
+    - name: Domain
+      dtype: string
+    - name: Topic
+      dtype: string
+    - name: Explanation
+      dtype: string
+    - name: Intended Educational Background
+      dtype: string
+    - name: Source
+      dtype: string
+  splits:
+    - name: train
+      num_examples: 123
+annotations_creators:
+  - expert-verified
+source_datasets:
+  - original
+multilinguality:
+  - monolingual
+size_categories:
+  - 1K<n<10K
+citation: |
+  @inproceedings{joshi2025eliwhy,
+    title={{ELI-Why}: Evaluating the Pedagogical Utility of Language Model Explanations},
+    author={Joshi, Brihi and He, Keyu and Ramnath, Sahana and Sabouri, Sadra and Zhou, Kaitlyn and Chattopadhyay, Souti and Swayamdipta, Swabha and Ren, Xiang},
+    year={2025}
+  }
+---
+
+# 📚 ELI-Why Manually Web-Retrieved Explanations
+
+## 🧠 Dataset Summary
+
+This dataset contains **high-quality, manually curated explanations** for "Why" questions, **retrieved from the web** to serve as educationally appropriate references.  
+Each explanation is annotated with:
+- A corresponding question
+- A fine-grained topic and domain label (e.g., STEM / Physics)
+- The intended educational level (Elementary, High School, Graduate)
+- The original **source URL** from which the explanation was retrieved
+
+The explanations were selected by human annotators for clarity, correctness, and pedagogical value for the target educational level.
+
+## 📦 Dataset Structure
+
+Each row contains:
+- `Question`: The "Why" question
+- `Domain`: "STEM" or "Non-STEM"
+- `Topic`: More specific subject area (e.g., "Physics", "Sociology")
+- `Explanation`: The full retrieved explanation (manually copied)
+- `Intended Educational Background`: One of `["Elementary", "High School", "Graduate School"]`
+- `Source`: URL of the original explanation
+
+### 🔍 Example
+
+```json
+{
+  "Question": "Why is the sky blue?",
+  "Domain": "STEM",
+  "Topic": "Physics",
+  "Explanation": "If you stick your hand out of the car window when it's moving...",
+  "Intended Educational Background": "Elementary",
+  "Source": "https://example.com/sky-blue-explained"
+}
+```
+
+---
+
+## 📚 Citation
+
+If you use this dataset, please cite:
+
+```bibtex
+@inproceedings{joshi2025eliwhy,
+  title={{ELI-Why}: Evaluating the Pedagogical Utility of Language Model Explanations},
+  author={Joshi, Brihi and He, Keyu and Ramnath, Sahana and Sabouri, Sadra and Zhou, Kaitlyn and Chattopadhyay, Souti and Swayamdipta, Swabha and Ren, Xiang},
+  year={2025}
+}
+```
+
+