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license: ms-pl |
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tags: |
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- merge |
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This model is a result of merging Orca2-13B with itself using 'mergekit-legacy'. Merge parameters were --weight 0.5 --density 0.5 |
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This merged model showed marginal improvement in perplexity scores: |
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| Model | Perplexity | |
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|------------------------------------|-------------| |
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| microsoft/Orca-2-13b | 7.595028877258301 | |
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| vmajor/Orca2-13B-selfmerge-26B | 7.550178050994873 | |
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| vmajor/Orca2-13B-selfmerge-39B | NC | |
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### Benchmark Results |
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The following table summarizes the model performance across a range of benchmarks: |
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| Model | Average | ARC | HellaSwag | MMLU | TruthfulQA | Winogrande | GSM8K | |
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|------------------------------------|-------------|-------|-----------|-------|------------|------------|-------| |
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| microsoft/Orca-2-13b | 58.64 | 60.67 | 79.81 | 60.37 | 56.41 | 76.64 | 17.97 | |
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| vmajor/Orca2-13B-selfmerge-26B | 62.24 | 60.84 | 79.84 | 60.32 | 56.38 | 76.87 | 39.2 | |
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| vmajor/Orca2-13B-selfmerge-39B | 62.24 | 60.84 | 79.84 | 60.32 | 56.38 | 76.87 | 39.2 | |
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Interestingly the GSM8K performance more than doubled with the first self merge. Second self merge resulting in the 39B model did not produce any further gains. |
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license: ms-pl |
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