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README.md

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 <h1>OpenChat: Advancing Open-source Language Models with Mixed-Quality Data</h1>
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-  <img src="https://github.com/imoneoi/openchat/raw/master/assets/logo_new.png" style="width: 65%">
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-  <a href="https://openchat.team">💬Online Demo of OpenChat 3.5</a> |
-  <a href="https://github.com/imoneoi/openchat">💻GitHub</a> |
-  <a href="https://arxiv.org/pdf/2309.11235.pdf">📃Paper</a> |
-  <a href="https://discord.gg/pQjnXvNKHY">✉️Discord</a> 
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+  <img src="https://github.com/imoneoi/openchat/raw/master/assets/logo_new.png" style="width: 65%">
+  <a href="https://openchat.team"><img src="https://github.com/alpayariyak/openchat/blob/master/logo_new-removebg-preview.png?raw=true" alt="OpenChat Logo" style="width:30px; vertical-align: middle; display: inline-block;"/><span style="display: inline-block; vertical-align: middle; font-size: 20px;">Online Demo of OpenChat 3.5</span></a> |
+  <a href="https://github.com/imoneoi/openchat"><img src="https://camo.githubusercontent.com/4133dc1cd4511d4a292b84ce10e52e4ed92569fb2a8165381c9c47be5edc2796/68747470733a2f2f6564656e742e6769746875622e696f2f537570657254696e7949636f6e732f696d616765732f706e672f6769746875622e706e67" alt="GitHub Logo" style="width:30px; vertical-align: middle; display: inline-block;"/><span style="display: inline-block; vertical-align: middle; font-size: 20px;">GitHub</span></a> |
+  <a href="https://arxiv.org/pdf/2309.11235.pdf"><img src="https://github.com/alpayariyak/openchat/blob/master/arxiv-logomark-small-square-border.png?raw=true" alt="ArXiv Logo" style="width:30px; vertical-align: middle; display: inline-block;"/><span style="display: inline-block; vertical-align: middle; font-size: 20px;">Paper</span></a> |
+  <a href="https://discord.gg/pQjnXvNKHY"><img src="https://cloud.githubusercontent.com/assets/6291467/26705903/96c2d66e-477c-11e7-9f4e-f3c0efe96c9a.png" alt="Discord Logo" style="width:30px; vertical-align: middle; display: inline-block;"/><span style="display: inline-block; vertical-align: middle; font-size: 20px;">Discord</span></a>
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   <strong>🔥 First 7B model that Achieves Comparable Results with ChatGPT (March)! 🔥</strong>
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   <strong>🤖 #1 Open-source model on MT-bench scoring 7.81, outperforming 70B models 🤖</strong>
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-  <img src="https://github.com/imoneoi/openchat/raw/master/assets/openchat.png" style="width: 45%;">
-  <img src="https://github.com/imoneoi/openchat/raw/master/assets/openchat_grok.png" style="width: 47%;">
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+  <img src="https://github.com/imoneoi/openchat/raw/master/assets/openchat.png" style="width: 35%; margin-right: 2%;"> 
+  <img src="https://github.com/imoneoi/openchat/raw/master/assets/openchat_grok.png" style="width: 37%;">
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 - OpenChat is an innovative library of **open-source language models**, fine-tuned with [**C-RLFT**](https://arxiv.org/pdf/2309.11235.pdf) - a strategy inspired by offline reinforcement learning.
 - Our models learn from mixed-quality data without preference labels, delivering exceptional performance on par with `ChatGPT`, even with a `7B` model which can be run on a **consumer GPU (e.g. RTX 3090)**.
 - Despite our simple approach, we are committed to developing a high-performance, commercially viable, open-source large language model, and we continue to make significant strides toward this vision.
 
-[![DOI](https://zenodo.org/badge/645397533.svg)](https://zenodo.org/badge/latestdoi/645397533)
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 # ✨ News
 
 - [2023/11/01] We released the [OpenChat-3.5-7B](https://huggingface.co/openchat/openchat_3.5) model, surpassing ChatGPT on various benchmarks 🔥.
 
 - [2023/09/21] We released our paper [OpenChat: Advancing Open-source Language Models with Mixed-Quality Data](https://arxiv.org/pdf/2309.11235.pdf).
 
-- [2023/09/03] We released the [OpenChat V3.2 SUPER]([#models](https://huggingface.co/openchat/openchat_v3.2_super)) model.
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-- [2023/08/04] We have launched an [Online Demo](https://openchat.team) featuring the latest version, OpenChat 3.2.
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-- [2023/07/30] We are thrilled to introduce the [OpenChat V3 model series](#models), based on Llama 2, and now available for free for commercial use!
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-- [2023/07/07] We released the [OpenChat V2 model series](#legacy-models).
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-- [2023/07/01] We released the [OpenChat V1 model series](#legacy-models).
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 # 🏷️ Benchmarks
 
 | Model              | # Params | Average  | MT-Bench     | AGIEval  | BBH MC   | TruthfulQA    | MMLU         | HumanEval       | BBH CoT     | GSM8K        |