Update README.md

README.md

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----
-license: apache-2.0
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+---
+license: apache-2.0
+tags:
+- mistral
+- conversational
+- text-generation-inference
+base_model: 
+- UsernameJustAnother/Nemo-12B-Marlin-v5
+- anthracite-org/magnum-12b-v2
+library_name: transformers
+---
+
+> [!WARNING]
+> **General Use Sampling:**<br>
+> Mistral-Nemo-12B is very sensitive to the temperature sampler, try values near **0.3** at first or else you will get some weird results. This is mentioned by MistralAI at their [Transformers](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407#transformers) section.
+
+> [!NOTE]
+> **Best Samplers:**<br>
+> I found best success using the following for Starlight-V3-12B:<br>
+> Temperature: `0.7`-`1.2` (Additional stopping strings will be necessary as you increase the temperature)<br>
+> Top K: `-1`<br>
+> Min P: `0.05`<br>
+> Rep Penalty: `1.03-1.1`
+
+# Why Version 3?
+Currently the other versions resulted in really bad results that I didn't upload them, the version number is just the internal version.
+
+# Goal
+The idea is to keep the strengths of [anthracite-org/magnum-12b-v2](https://huggingface.co/anthracite-org/magnum-12b-v2) while adding some more creativity
+that seems to be lacking in the model. Mistral-Nemo by itself seems to behave less sporadic due to the low temperature needed but this gets a bit repetitive,
+although it's still the best model I've used so far.
+
+# Results
+I am not entirely pleased with the result of the merge but it seems okay, though base [anthracite-org/magnum-12b-v2](https://huggingface.co/anthracite-org/magnum-12b-v2) 
+might just be better by itself. However, I'll still experiement on different merge methods. 
+Leaking of the training data used on both models seems a bit more apparent when using higher temperature values, 
+especially the use of author notes on the system prompt. Generally I'd advise to create a stopping string for "```" to avoid the generation of the training data.
+
+**Original Models:** 
+- [UsernameJustAnother/Nemo-12B-Marlin-v5](https://huggingface.co/UsernameJustAnother/Nemo-12B-Marlin-v5) (Thank you so much for your work ♥)
+- [anthracite-org/magnum-12b-v2](https://huggingface.co/anthracite-org/magnum-12b-v2) (Thank you so much for your work ♥)
+
+**Official Quants:** [starble-dev/Starlight-V3-12B-GGUF](https://huggingface.co/starble-dev/Starlight-V3-12B-GGUF) (Currently uploading)
+
+**Original Model Licenses & This Model License:** Apache 2.0