Updated with HuggingFace leaderboard benchmark results
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README.md
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@@ -8,7 +8,17 @@ This merged model showed marginal improvement in perplexity scores:
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The perplexity for Orca-2-13b is: 7.595028877258301
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The perplexity for orca2-26B-self-merge is: 7.550178050994873
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The perplexity for orca2-39B-self-merge is:
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The perplexity for Orca-2-13b is: 7.595028877258301
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The perplexity for orca2-26B-self-merge is: 7.550178050994873
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The perplexity for orca2-39B-self-merge is: NC
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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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