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llama
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+ ---
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+ license: cc-by-nc-4.0
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+ datasets:
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+ - Setiaku/Stheno-v3.4-Instruct
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+ - Setiaku/Stheno-3.4-Creative-2
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+ language:
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+ - en
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+ ---
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+
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+ ---
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+
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+ Thanks to Backyard.ai for the compute to train this. :)
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+
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+ ---
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+
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+ Llama-3.1-8B-Stheno-v3.4
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+
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+ This model has went through a multi-stage finetuning process.
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+ ```
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+ - 1st, over a multi-turn Conversational-Instruct
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+ 2nd - over a Creative Writing / Roleplay along with some Creative-based Instruct Datasets.
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+ - - - Dataset consists of a mixture of Human and Claude Data.
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+ ```
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+
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+ Changes since previous Stheno Datasets:
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+ ```
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+ - Included Multi-turn Conversation-based Instruct Datasets to boost multi-turn coherency. # This is a seperate set, not the ones made by Kalomaze and Nopm, that are used in Magnum. They're completely different data.
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+ - Replaced Single-Turn Instruct with Better Prompts and Answers by Claude 3.5 Sonnet and Claude 3 Opus.
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+ - Removed c2 Samples -> Underway of re-filtering and masking to use with custom prefills. TBD
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+ - Included 85% more Roleplaying Examples based of [Gryphe's](https://huggingface.co/datasets/Gryphe/Sonnet3.5-Charcard-Roleplay) Charcard RP Sets. Further filtered and cleaned on.
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+ - Included 40% More Creative Writing Examples.
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+ - Included Datasets Targeting System Prompt Adherence.
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+ - Included Datasets targeting Reasoning / Spatial Awareness.
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+ - Filtered for the usual errors, slop and stuff at the end. Some may have slipped through, but I removed nearly all of it.
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+ ```
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+
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+ Personal Opinions:
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+ ```
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+ - Llama3.1 was more disappointing, in the Instruct Tune? It felt overbaked, atleast. Likely due to the DPO being done after their SFT Stage
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+ - Still though, I think I did an okay job.
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+ ```
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+
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+ Below are some graphs and all for you to observe.
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+
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+ ---
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+
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+ `Turn Distribution # 1 Turn is considered as 1 combined Human/GPT pair in a ShareGPT format. 4 Turns means 1 System Row + 8 Human/GPT rows in total.`
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+
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+ ![Turn](https://huggingface.co/Sao10K/Llama-3.1-8B-Stheno-v3.4/resolve/main/turns_distribution_bar_graph.png)
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+
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+ `Token Count Histogram # Based on the Llama 3 Tokenizer`
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+
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+ ![Turn](https://huggingface.co/Sao10K/Llama-3.1-8B-Stheno-v3.4/resolve/main/token_count_histogram.png)
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+
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+ ---
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+
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+ Have a good one.