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RichardErkhov/abacusai_-_Slerp-CM-mist-dpo-gguf

sourceHugging Faceupdated 2y agoView on Hugging Face
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Quantization made by Richard Erkhov.

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Slerp-CM-mist-dpo - GGUF

  • —Model creator: https://huggingface.co/abacusai/
  • —Original model: https://huggingface.co/abacusai/Slerp-CM-mist-dpo/

Original model description: --- license: apache-2.0 tags:

  • —merge ---

image/png

This model is a Slerp Merge of cookinai/CatMacaroni-Slerp and mncai/mistral-7b-dpo-v5.

Evaluation Results

HuggingFace Leaderboard

AverageARCHellaSwagMMLUTruthfulQAWinograndeGSM8K
73.169.6287.0964.8162.8281.4572.78

The model did achieve an improvement in TruthfulQA over cookinai/CatMacaroni-Slerp and GSM8K over mncai/mistral-7b-dpo-v5 which was the goal of the merge leading to an average score that was a better than both. It is unclear why the TruthfulQA metric is still meaningfully lower than the base mncai/mistral-7b-dpo-v5.

Training Details

.yaml file for mergekit

yaml
slices:
  - sources:
      - model: cookinai/CatMacaroni-Slerp
        layer_range: [0, 32]
      - model: mncai/mistral-7b-dpo-v5
        layer_range: [0, 32]
merge_method: slerp
base_model: mncai/mistral-7b-dpo-v5
parameters:
  t:
    - filter: self_attn
      value: [0, 0.5, 0.3, 0.7, 1]
    - filter: mlp
      value: [1, 0.5, 0.7, 0.3, 0]
    - value: 0.5 # fallback for rest of tensors
dtype: float16

Bias, Risks, and Limitations

The model has not been evaluated for safety and is only intended for research and experiments.