--- license: mit datasets: - Open-Orca/OpenOrca - conceptofmind/cot_submix_original - conceptofmind/t0_submix_original - conceptofmind/niv2_submix_original - conceptofmind/flan2021_submix_original - ehartford/dolphin language: - en tags: - merge - slerp inference: false metrics: - accuracy - bleu ---

Dorflan

An experimental model


| T | Model | Average ⬆️ | ARC | HellaSwag | MMLU | TruthfulQA | |-------------|---------------|------------|-------|-----------|-------|------------| | 🔶 formulae/Dorflan 📑 | 58.19 | 54.44 | 75.78 | 51.36 | 51.17 | ## Model Details Dorflan is an experimental merged model created from the following three foundation models: - stabilityai/StableBeluga-7B - ehartford/dolphin-llama2-7b - AIDC-ai-business/Marcoroni-7B Dorflan was created by merging the weights and architectures of these three models using a custom merging technique. No further fine-tuning was performed after the merge. Once the model obtains it's evaluation scores, then we'll know if it works or not. ## Intended Use As an experimental model, Dorflan is intended for testing and research purposes only. It should not be used for production systems or to generate content for public use. ## Training Data Dorflan inherits training data from its three foundation models: - StableBeluga-7B: COT, Niv2, t0, & FLAN2021 - dolphin-llama2-7b: Dolphin - Marcoroni-7B: OpenOrca ## Limitations As an untested merged model, Dorflan has unknown capabilities and limitations. Potential issues include: - Instability due to merged architectures - Compounded bias and issues from all three foundation models - Decreased performance on some tasks compared to the foundation models Extensive testing is required to characterize Dorflan's capabilities and limitations. ## Ethical Considerations - Dorflan may exhibit harmful biases inherited from its training data - Output may be unreliable or manipulated due to instability - Experimental nature increases potential for misuse Use this model ethically and do not deploy it for sensitive applications. ## Contact Information Please report issues or concerns with this model to the creator for further investigation.