Create README.md

README.md

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+This dataset contains a Qdrant index created from preprocessed and chunked Wikipedia HTML dumps from 10 languages. The embedding model used is [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3)
+
+This index is compatible with WikiChat v2.0.
+Refer to the following for more information:
+
+GitHub repository: https://github.com/stanford-oval/WikiChat
+
+Papers:
+- [WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia](https://arxiv.org/abs/2305.14292)
+- [SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing](https://arxiv.org/abs/2406.00562)
+
+<p align="center">
+    <img src="https://github.com/stanford-oval/WikiChat/blob/main/public/logo_light.png?raw=true" width="100px" alt="WikiChat Logo" />
+    <h1 align="center">
+        <b>WikiChat</b>
+        <br>
+        <a href="https://github.com/stanford-oval/WikiChat/stargazers">
+            <img src="https://img.shields.io/github/stars/stanford-oval/WikiChat?style=social" alt="Github Stars">
+        </a>
+    </h1>
+</p>
+<p align="center">
+    Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia
+</p>
+<p align="center">
+    Online demo:
+    <a href="https://wikichat.genie.stanford.edu" target="_blank">
+        https://wikichat.genie.stanford.edu
+    </a>
+    <br>
+</p>
+
+<p align="center">
+    <img src="https://raw.githubusercontent.com/stanford-oval/WikiChat/ee25ff7d355c8fbb1321489e1e955be8ae068367/public/pipeline.svg" width="700px" alt="WikiChat Pipeline" />
+</p>