Update README.md

README.md

@@ -7,26 +7,20 @@ language:
 - en
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-# Falcon-40b-chat-oasst1 💬🤗
+# Falcon-40b-chat-oasst1
 
 Falcon-40b-chat-oasst1 is a chatbot-like model for dialogue generation. It was built by fine-tuning [Falcon-40B](https://huggingface.co/tiiuae/falcon-40b) on the [OpenAssistant/oasst1](https://huggingface.co/datasets/OpenAssistant/oasst1) dataset. 
 
 ## Model Summary
 
+The model was fine-tuned in 4-bit precision using 🤗 `peft` adapters, `transformers`, and `bitsandbytes`. Training relied on a method called "Low Rank Adapters" ([LoRA](https://arxiv.org/pdf/2106.09685.pdf)), specifically the [QLoRA](https://arxiv.org/abs/2305.14314) variant. The run took approximately 10 hours and was executed on a workstation with a single A100-SXM NVIDIA GPU with 37 GB of available memory. See attached [Colab Notebook](https://huggingface.co/dfurman/falcon-40b-chat-oasst1/blob/main/finetune_falcon40b_oasst1_with_bnb_peft.ipynb) for the code and hyperparams used to train the model. 
+
 - **Model Type:** Causal decoder-only
-- **Language(s):** English (primarily)
+- **Language(s):** English
 - **Base Model:** [Falcon-40B](https://huggingface.co/tiiuae/falcon-40b) (License: [TII Falcon LLM License](https://huggingface.co/tiiuae/falcon-40b#license))
 - **Dataset:** [OpenAssistant/oasst1](https://huggingface.co/datasets/OpenAssistant/oasst1) (License: [Apache 2.0](https://huggingface.co/datasets/OpenAssistant/oasst1/blob/main/LICENSE))
 - **License:** Inherited from the above "Base Model" and "Dataset"
 
-## Model Details
-
-- The model was fine-tuned in 4-bit precision using `peft` adapters, `transformers`, and `bitsandbytes`.
-- Training relied on a method called "Low Rank Adapters" ([LoRA](https://arxiv.org/pdf/2106.09685.pdf)), specifically the [QLoRA](https://arxiv.org/abs/2305.14314) variant.
-- The run took approximately 10 hours and was executed on a workstation with a single A100-SXM NVIDIA GPU with 37 GB of available memory.
-- See attached [Colab Notebook](https://huggingface.co/dfurman/falcon-40b-chat-oasst1/blob/main/finetune_falcon40b_oasst1_with_bnb_peft.ipynb) for the code and hyperparams used to train the model. 
-
-
 ### Model Date
 
 May 30, 2023