--- language: - en - fr - de - es - it - pt - ru - zh - ja license: cc-by-nc-4.0 library_name: transformers tags: - nsfw - Visual novel - roleplay - mergekit - merge base_model: - mistralai/Mistral-Nemo-Instruct-2407 - NeverSleep/Lumimaid-v0.2-12B - Epiculous/Violet_Twilight-v0.1 - Sao10K/MN-12B-Lyra-v4 - anthracite-org/magnum-v2-12b pipeline_tag: text-generation model-index: - name: ChatWaifu_v1.4 results: - task: type: text-generation name: Text Generation dataset: name: IFEval (0-Shot) type: HuggingFaceH4/ifeval args: num_few_shot: 0 metrics: - type: inst_level_strict_acc and prompt_level_strict_acc value: 56.91 name: strict accuracy source: url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=spow12/ChatWaifu_v1.4 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: BBH (3-Shot) type: BBH args: num_few_shot: 3 metrics: - type: acc_norm value: 31.63 name: normalized accuracy source: url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=spow12/ChatWaifu_v1.4 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: MATH Lvl 5 (4-Shot) type: hendrycks/competition_math args: num_few_shot: 4 metrics: - type: exact_match value: 7.85 name: exact match source: url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=spow12/ChatWaifu_v1.4 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: GPQA (0-shot) type: Idavidrein/gpqa args: num_few_shot: 0 metrics: - type: acc_norm value: 7.61 name: acc_norm source: url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=spow12/ChatWaifu_v1.4 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: MuSR (0-shot) type: TAUR-Lab/MuSR args: num_few_shot: 0 metrics: - type: acc_norm value: 20.03 name: acc_norm source: url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=spow12/ChatWaifu_v1.4 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: MMLU-PRO (5-shot) type: TIGER-Lab/MMLU-Pro config: main split: test args: num_few_shot: 5 metrics: - type: acc value: 27.5 name: accuracy source: url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=spow12/ChatWaifu_v1.4 name: Open LLM Leaderboard --- # Model Card for Model ID ![image](./cover.png) Merged model using [mergekit](https://github.com/arcee-ai/mergekit/tree/main/mergekit) This model aimed to act like visual novel character. ## Merge Format ```yaml models: - model: spow12/ChatWaifu_modify_data - model: anthracite-org/magnum-v2-12b - model: Sao10K/MN-12B-Lyra-v4 - model: Gryphe/Pantheon-RP-1.6-12b-Nemo - model: mistralai/Mistral-Nemo-Instruct-2407 - model: NeverSleep/Lumimaid-v0.2-12B - model: Epiculous/Violet_Twilight-v0.1 merge_method: model_stock base_model: spow12/ChatWaifu_modify_data dtype: bfloat16 ``` you have to resize chatwaifu and lucimaid's embedding size(131073 to 131072). # WaifuModel Collections - [TTS](https://huggingface.co/spow12/visual_novel_tts) - [Chat](https://huggingface.co/spow12/ChatWaifu_v1.3.1) - [ASR](https://huggingface.co/spow12/Visual-novel-transcriptor) # Unified demo [WaifuAssistant](https://github.com/yw0nam/WaifuAssistant) # Update - 2024.09.10 Update Ver 1.4 - Modify data format and applying flitering. - Merge with model stock - 2024.08.29 Update Ver 1.3.1 - Merge Ver1.2, [mistralai/Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407) and [NeverSleep/Lumimaid-v0.2-12B](https://huggingface.co/NeverSleep/Lumimaid-v0.2-12B), [Epiculous/Violet_Twilight-v0.1](https://huggingface.co/Epiculous/Violet_Twilight-v0.1) - Adjust merge weight. - 2024.08.16 Update Ver 1.3 - Merge Ver1.2, [mistralai/Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407) and [NeverSleep/Lumimaid-v0.2-12B](https://huggingface.co/NeverSleep/Lumimaid-v0.2-12B), - 2024.08.08 Update Ver 1.2.1 - Merge Ver1.2 and [mistralai/Mistral-Nemo-Instruct-2407](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407) - 2024.08.07 Update Ver 1.2 - Add Preference Learning in training pipeline - 2024.07.29 Update Ver 1.1 - Add dataset format -> generate novel, fill masked sentences - Remove system role and integrate at user message. - Remove 『』 in conversation. - 2024.06.20 Upload other chara's sample chat history. - 2024.06.13 Upload Model ## Model Details ### Model Description - **Developed by:** spow12(yw_nam) - **Shared by :** spow12(yw_nam) - **Model type:** CausalLM - **Language(s) (NLP):** japanese - **Finetuned from model :** [NeverSleep/Lumimaid-v0.2-12B](https://huggingface.co/NeverSleep/Lumimaid-v0.2-12B) Currently, chatbot has below personality. character | visual_novel | --- | --- | ムラサメ | Senren*Banka | 茉子 | Senren*Banka | 芳乃 | Senren*Banka | レナ | Senren*Banka | 千咲 | Senren*Banka | 芦花 | Senren*Banka | 愛衣 | Café Stella and the Reaper's Butterflies | 栞那 | Café Stella and the Reaper's Butterflies | ナツメ | Café Stella and the Reaper's Butterflies | 希 | Café Stella and the Reaper's Butterflies | 涼音 | Café Stella and the Reaper's Butterflies | あやせ | Riddle Joker | 七海 | Riddle Joker | 羽月 | Riddle Joker | 茉優 | Riddle Joker | 小春 | Riddle Joker | ### Feature - Fluent Chat performance - Reduce repetition problem when generate with many turn(over 20~30) - Zero Shot character persona using description of character. - 128k context window - Memory ability that does not forget even after long-context generation ## Demo You can use Demo in google colab. Check [Here](https://colab.research.google.com/drive/194_FN28reEPTwS51dwpLLBBwEfeoBjP9?usp=sharing) ## Future Work. Now, i'm quite satisfying the model chat performance. So, i'm going to focus for integrating the vision modality to model so that our waifu can do more general tasks. ## Bias, Risks, and Limitations This model trained by japanese dataset included visual novel which contain nsfw content. So, The model may generate NSFW content. ## Use & Credit This model is currently available for non-commercial & Research purpose only. Also, since I'm not detailed in licensing, I hope you use it responsibly. By sharing this model, I hope to contribute to the research efforts of our community (the open-source community and anime persons). This repository can use Visual novel-based RAG, but i will not distribute it yet because i'm not sure if it is permissible to release the data publicly. ## Citation ```bibtex @misc {ChatWaifu_v1.4, author = { YoungWoo Nam }, title = { ChatWaifu_v1.4 }, year = 2024, url = { https://huggingface.co/spow12/ChatWaifu_v1.4 }, publisher = { Hugging Face } } ``` # [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_spow12__ChatWaifu_v1.4) | Metric |Value| |-------------------|----:| |Avg. |25.25| |IFEval (0-Shot) |56.91| |BBH (3-Shot) |31.63| |MATH Lvl 5 (4-Shot)| 7.85| |GPQA (0-shot) | 7.61| |MuSR (0-shot) |20.03| |MMLU-PRO (5-shot) |27.50|