VICIOUS_MESH-12B-NEMO

This is a merge of pre-trained language models created using mergekit.

Merge Details

Merge Method

This model was merged using the TIES merge method using mistralai/Mistral-Nemo-Instruct-2407 as a base.

Models Merged

The following models were included in the merge:

Configuration

The following YAML configuration was used to produce this model:

models:
  - model: Mistral-Nemo-Instruct-2407
    #no parameters necessary for base model 
  - model: VICIOUS_MESH-12B-BETA
    parameters:
      density: 1
      weight: 1
merge_method: ties
base_model: Mistral-Nemo-Instruct-2407
tokenizer_source: base
chat_template: "auto"
parameters:
  normalize: false
  int8_mask: true
dtype: bfloat16
regularization:
  - method: weight_clipping
    clip_range: [-0.1, 0.1]
  - method: l2_norm
    scale: 0.002
# Postprocessing to refine the merged model
postprocessing:
  - operation: dynamic_scaling
    scale_range: [0.9, 1.1]
  - operation: gaussian_smoothing
    sigma: 1.0
  - operation: normalize

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric Value
Avg. 23.15
IFEval (0-Shot) 40.22
BBH (3-Shot) 34.40
MATH Lvl 5 (4-Shot) 11.71
GPQA (0-shot) 9.84
MuSR (0-shot) 12.57
MMLU-PRO (5-shot) 30.18
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Evaluation results