Update README.md

README.md

@@ -12,20 +12,18 @@ of assistant conversations collected through the
 [https://open-assistant.io/](https://open-assistant.io/) human feedback web 
 app before March 7, 2023. 
 
-### Model Description
+## Model Details
 
-- **Developed by:** Open-Assistant Contributors
-- **Model type:** Conversational
+- **Developed by:** [Open-Assistant Contributors](https://open-assistant.io/)
+- **Model type:** Transformer-based Language Model
 - **Language:** English
-- **License:** Apache 2.0
 - **Finetuned from:** [EleutherAI / pythia-12b-deduped](https://huggingface.co/EleutherAI/pythia-12b-deduped)
-
-### Sources
-
-- **Repository:** [Open-Assistant/model/model_training](https://github.com/LAION-AI/Open-Assistant/tree/main/model/model_training)
+- **Code:** [Open-Assistant/model/model_training](https://github.com/LAION-AI/Open-Assistant/tree/main/model/model_training)
 - **Demo:** [Continuations for 250 random prompts](https://open-assistant.github.io/oasst-model-eval/?f=https%3A%2F%2Fraw.githubusercontent.com%2FOpen-Assistant%2Foasst-model-eval%2Fmain%2Fsampling_reports%2Foasst-sft%2F2023-03-09_andreaskoepf_oasst-1_12b_7000_sampling_noprefix_lottery.json) ([sampling code](https://github.com/Open-Assistant/oasst-model-eval/blob/3d71f3be100c05cd8ddb568365e036a29fbff8c7/model_eval/manual/sampling_report.py)).
+- **License:** Apache 2.0
+- **Contact:** [Open-Assistant Discord](https://ykilcher.com/open-assistant-discord)
 
-### Prompting
+## Prompting
 
 Two special tokens are used to mark the beginning of user and assistant turns:
 `<|prompter|>` and `<|assistant|>`. Each turn ends with a `<|endoftext|>` token.
@@ -56,15 +54,12 @@ fields ranging from anthropology to psychology to marketing.<|endoftext|>
 
 ## Limitations
 
+See limitations of Pythia 12B base model [here](https://huggingface.co/EleutherAI/pythia-12b-deduped#limitations-and-biases).
+
 The model is known to fail horribly at answering math and coding questions.
 
 Beware of hallucinations: Outputs are often factually wrong or misleading. 
 Replies might look convincing (at first glance) while containing completely 
 made up false statements.
 
-This model is usable only for English conversations.
-
-## Contact the Authors
-
-- Github: [LAION-AI / Open-Assistant](https://github.com/LAION-AI/Open-Assistant)
-- Discord: [Open-Assistant](https://ykilcher.com/open-assistant-discord)
+This model is usable only for English conversations.