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README.md
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@@ -41,19 +41,19 @@ Eurux-8x22B-NCA is SFT and [NCA](https://arxiv.org/abs/2402.05369) fine-tuned fr
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It achieves superb reasoning performance as well as exellent chat & instruction-following capabilities.
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## Evaluation
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We conducted overall coding, math, reasoning, knowledge, instruction-following and chat benchmarking. Results are shown below
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| Models/Benchmarks| Coding |
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| GPT-3.5-Turbo
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| GPT-4
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| Mixtral-8x7B-Ins| 50.6 |
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| DS-LM-67B-Chat
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| QWen-1.5-72B
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| Eurus-70b-NCA
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| Eurux-8x22b-KTO
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| Eurux-8x22b-NCA
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## Usage
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It achieves superb reasoning performance as well as exellent chat & instruction-following capabilities.
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## Evaluation
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We conducted overall coding, math, reasoning, knowledge, instruction-following and chat benchmarking. Results are shown below, with the best scores in open-source models **bolded**:
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| Models/Benchmarks | Coding | | | Math | | | Reasoning | Knowledge | Ins-Following | Chat |
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|-------------------|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:|:-------------:|:---------:|
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| | HumanEval | MBPP | LeetCode | GSMPLUS | MATH | TheoremQA | BBH (CoT) | MMLU | IFEval | MT-Bench |
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| GPT-3.5-Turbo | 76.8 | 82.5 | 23.3 | 61.2 | 37.8 | 35.6 | 70.1 | 70.0 | 56.6 | 7.94 |
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| GPT-4 | 85.4 | 83.5 | 41.8 | 85.6 | 69.7 | 52.4 | 86.7 | 86.4 | 79.7 | 8.96 |
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| Mixtral-8x7B-Ins | 50.6 | 50.1 | 5.6 | 49.6 | 25.9 | 20.4 | 73.5 | 70.3 | 48.8 | 8.30 |
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| DS-LM-67B-Chat | 70.7 | 65.7 | 20.0 | 65.0 | 41.0 | 17.9 | 78.9 | 72.3 | 52.7 | 8.35 |
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| QWen-1.5-72B | 71.3 | 56.9 | 15.6 | 65.4 | 43.4 | 18.5 | 78.0 | 72.9 | 53.4 | **8.61 ** |
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| Eurus-70b-NCA | **79.3 ** | **71.9 ** | 33.3 | 62.8 | 41.7 | 32.6 | 80.0 | 59.4 | 49.2 | 7.54 |
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| Eurux-8x22b-KTO | 71.3 | 68.9 | 29.4 | **68.3 ** | 48.4 | 35.3 | **83.6 ** | **75.9 ** | **67.1 ** | 8.58 |
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| Eurux-8x22b-NCA | 75.0 | 69.7 | **35.0 ** | 68.1 | **49.0 ** | **35.5 ** | 83.5 | 75.6 | **67.1 ** | 8.46 |
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## Usage
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