Ilyas Chahed
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README.md
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| `meta-llama/Meta-Llama-3-8B` | 14.55 | 24.50 | 3.25 | 7.38 | 6.24 | 24.55 | 13.41 |
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| `tiiuae/falcon2-11B` | 32.61 | 21.94 | 2.34 | 2.8 | 7.53 | 15.44 | 13.78 |
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| `mistralai/Mistral-7B-v0.1` | 23.86 | 22.02 | 2.49 | 5.59 | 10.68 | 22.36 | 14.50 |
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| Ours | 33.36 | 19.88 | 3.63 | 8.05 | 10.85 | 14.47 | **15.04** |
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| model_name | ARC | HellaSwag | MMLU | Winogrande | TruthfulQA | GSM8K | **Average L1** |
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| `mistralai/Mistral-7B-v0.1` | 59.98 | 83.31 | 64.16 | 78.37 | 42.15 | 37.83 | 60.97 |
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| `Zyphra/Zamba-7B-v1` | 46.48 | 80.24 | 57.72 | 76.4 | - | 30.78 | - |
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| `TRI-ML/mamba-7b-rw` | 46.48 | 80.24 | 57.72 | 76.4 | - | 4.7 | - |
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| Ours | 62.03 | 80.82 | 62.11 | 73.64 | 53.42 | 52.54 | 64.09
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| `model name`
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| ***Pure SSM models
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|***
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| `Meta-Llama-3-8B` |00.00| 00.00 | 00.00| 00.00 | 00.00 | 00.00 | 00.00 |
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| `gemma-7B` |00.00| 00.00 | 00.00| 00.00 | 00.00 | 00.00 | 00.00 |
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| `falcon2-11B` |00.00| 00.00 | 00.00| 00.00 | 00.00 | 00.00 | 00.00 |
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| `Mistral-7B-v0.1` |00.00| 00.00 | 00.00| 00.00 | 00.00 | 00.00 | 00.00 |
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## Throughput
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| `meta-llama/Meta-Llama-3-8B` | 14.55 | 24.50 | 3.25 | 7.38 | 6.24 | 24.55 | 13.41 |
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| `tiiuae/falcon2-11B` | 32.61 | 21.94 | 2.34 | 2.8 | 7.53 | 15.44 | 13.78 |
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| `mistralai/Mistral-7B-v0.1` | 23.86 | 22.02 | 2.49 | 5.59 | 10.68 | 22.36 | 14.50 |
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| Ours | 33.36 | 19.88 | 3.63 | 8.05 | 10.85 | 14.47 | **15.04** |
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| model_name | ARC | HellaSwag | MMLU | Winogrande | TruthfulQA | GSM8K | **Average L1** |
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| `mistralai/Mistral-7B-v0.1` | 59.98 | 83.31 | 64.16 | 78.37 | 42.15 | 37.83 | 60.97 |
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| `Zyphra/Zamba-7B-v1` | 46.48 | 80.24 | 57.72 | 76.4 | - | 30.78 | - |
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| `TRI-ML/mamba-7b-rw` | 46.48 | 80.24 | 57.72 | 76.4 | - | 4.7 | - |
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| Ours | 62.03 | 80.82 | 62.11 | 73.64 | 53.42 | 52.54 | **64.09** |
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| `model name` |`IFEval`| `BBH` |`MATH LvL5`| `GPQA`| `MUSR`|`MMLU-PRO`|`Average`|
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|:--------------------------|:------:|:-----:|:---------:|:-----:|:-----:|:--------:|:-------:|
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| ***Pure SSM models*** | | | | | | | |
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| `Falcon-Mamba-7B` | 33.36 | 19.88 | 3.63 | 8.05 | 10.86 | 14.47 |**15.04**|
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| `TRI-ML/mamba-7b-rw` | 22.46 | 6.71 | 0.45 | 1.12 | 5.51 | 1.69 | 6.25 |
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|***Hybrid SSM-attention models*** | | | | | | |
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| `Zamba-7B-v1` | 24.06 | 21.12 | 3.32 | 3.03 | 7.74 | 16.02 | 12.55 |
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|`recurrentgemma-9b` | 30.76 | 14.80 | 4.83 | 4.70 | 6.60 | 17.88 | 13.2 |
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|***Transformer models*** | | | | | | | |
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| `Falcon2-11B` | 32.61 | 21.94 | 2.34 | 2.8 | 7.53 | 15.44 | 13.78 |
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| `Meta-Llama-3-8B` | 14.55 | 24.50 | 3.25 | 7.38 | 6.24 | 24.55 | 13.41 |
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| `gemma-7B` | 26.59 | 21.12 | 6.42 | 4.92 | 10.98 | 21.64 |**15.28**|
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| `Mistral-7B-v0.1` | 23.86 | 22.02 | 2.49 | 5.59 | 10.68 | 22.36 | 14.50 |
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| `Mistral-Nemo-Base` | 16.83 | 29.37 | 4.98 | 5.82 | 6.52 | 27.46 | 15.08 |
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| `model name` |`ARC`|`HellaSwag` |`MMLU` |`Winogrande`|`TruthfulQA`|`GSM8K`|`Average` |
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|:-----------------------------|:------:|:---------:|:-----:|:----------:|:----------:|:-----:|:----------------:|
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| ***Pure SSM models*** | | | | | | | |
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| `Falcon-Mamba-7B` |62.03 | 80.82 | 62.11 | 73.64 | 53.42 | 52.54 | **64.09** |
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| `TRI-ML/mamba-7b-rw` | 46.48 | 80.24 | 57.72 | 76.4 | - | 4.7 | - |
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|***Hybrid SSM-attention models***| | | | | | | |
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| `recurrentgemma-9b` |52.00 | 80.40 | 60.50 | 73.60 | 38.60 | 42.60 | 57.95 |
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| `Zyphra/Zamba-7B-v1` | 46.48 | 80.24 | 57.72 | 76.4 | - | 30.78 | - |
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|***Transformer models*** | | | | | | | |
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| `Falcon2-11B` | 59.73 | 82.91 | 58.37 | 78.30 | 52.56 | 53.83 | **64.28** |
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| `Meta-Llama-3-8B` | 60.24 | 82.23 | 66.70 | 78.45 | 42.93 | 45.19 | 62.62 |
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| `gemma-7B` | 61.09 | 82.20 | 64.56 | 79.01 | 44.79 | 50.87 | 00.00 |
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| `Mistral-7B-v0.1` | 59.98 | 83.31 | 64.16 | 78.37 | 42.15 | 37.83 | 60.97 |
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## Throughput
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