File size: 20,861 Bytes
3603427 9e3f50c 3603427 7964a37 3603427 c494274 3603427 9e3f50c 3603427 66b69dd 3603427 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 |
---
license: apache-2.0
datasets:
- BAAI/Infinity-Instruct
tags:
- axolotl
- NousResearch/Hermes-2-Pro-Mistral-7B
- finetune
- gguf
---
# Hermes 2 Pro Mistral-7B Infinity-Instruct GGUF
This model is a fine-tuned version of [NousResearch/Hermes-2-Pro-Mistral-7B](https://huggingface.co/NousResearch/Hermes-2-Pro-Mistral-7B) on the [BAAI/Infinity-Instruct](https://huggingface.co/datasets/BAAI/Infinity-Instruct) dataset.
You can find the main model page [here](https://huggingface.co/juvi21/Hermes-2-Pro-Mistral-7B-infinity).
## Model Details
- **Base Model:** NousResearch/Hermes-2-Pro-Mistral-7B
- **Dataset:** BAAI/Infinity-Instruct
- **Sequence Length:** 8192 tokens
- **Training:**
- **Epochs:** 1
- **Hardware:** 4 Nodes x 4 NVIDIA A100 40GB GPUs
- **Duration:** 26:56:43
- **Cluster:** KIT SCC Cluster
## Benchmark n_shots=0
| Benchmark | Score |
|-----------|-------|
| ARC (Challenge) | 52.47% |
| ARC (Easy) | 81.65% |
| BoolQ | 87.22% |
| HellaSwag | 60.52% |
| OpenBookQA | 33.60% |
| PIQA | 81.12% |
| Winogrande | 72.22% |
| AGIEval | 38.46% |
| TruthfulQA | 44.22% |
| MMLU | 59.72% |
| IFEval | 47.96% |
For detailed benchmark results, including sub-categories and various metrics, please refer to the [full benchmark table](#full-benchmark-results) at the end of this README.
## License
This model is released under the Apache 2.0 license.
## chatml
```
<|im_start|>system
{system_prompt}<|im_end|>
<|im_start|>user
Knock Knock, who is there?<|im_end|>
<|im_start|>assistant
Hi there! <|im_end|>
```
## Acknowledgements
Special thanks to:
- NousResearch for their excellent base model
- BAAI for providing the Infinity-Instruct dataset
- KIT SCC for FLOPS
## Citation
If you use this model in your research, consider citing. Although definetly cite NousResearch and BAAI:
```bibtex
@misc{hermes2pro-mistral-7b-infinity,
author = {juvi21},
title = {Hermes 2 Pro Mistral-7B Infinity-Instruct},
year = {2024},
}
```
## full-benchmark-results
| Tasks |Version|Filter|n-shot| Metric | | Value | |Stderr|
|---------------------------------------|-------|------|-----:|-----------------------|---|------:|---|------|
|agieval |N/A |none | 0|acc |↑ | 0.3846|± |0.0051|
| | |none | 0|acc_norm |↑ | 0.4186|± |0.0056|
| - agieval_aqua_rat | 1|none | 0|acc |↑ | 0.2520|± |0.0273|
| | |none | 0|acc_norm |↑ | 0.2323|± |0.0265|
| - agieval_gaokao_biology | 1|none | 0|acc |↑ | 0.2952|± |0.0316|
| | |none | 0|acc_norm |↑ | 0.3381|± |0.0327|
| - agieval_gaokao_chemistry | 1|none | 0|acc |↑ | 0.2560|± |0.0304|
| | |none | 0|acc_norm |↑ | 0.2850|± |0.0315|
| - agieval_gaokao_chinese | 1|none | 0|acc |↑ | 0.2317|± |0.0270|
| | |none | 0|acc_norm |↑ | 0.2236|± |0.0266|
| - agieval_gaokao_english | 1|none | 0|acc |↑ | 0.6667|± |0.0270|
| | |none | 0|acc_norm |↑ | 0.6863|± |0.0266|
| - agieval_gaokao_geography | 1|none | 0|acc |↑ | 0.3869|± |0.0346|
| | |none | 0|acc_norm |↑ | 0.4020|± |0.0348|
| - agieval_gaokao_history | 1|none | 0|acc |↑ | 0.4468|± |0.0325|
| | |none | 0|acc_norm |↑ | 0.3957|± |0.0320|
| - agieval_gaokao_mathcloze | 1|none | 0|acc |↑ | 0.0254|± |0.0146|
| - agieval_gaokao_mathqa | 1|none | 0|acc |↑ | 0.2507|± |0.0232|
| | |none | 0|acc_norm |↑ | 0.2621|± |0.0235|
| - agieval_gaokao_physics | 1|none | 0|acc |↑ | 0.2900|± |0.0322|
| | |none | 0|acc_norm |↑ | 0.3100|± |0.0328|
| - agieval_jec_qa_ca | 1|none | 0|acc |↑ | 0.4735|± |0.0158|
| | |none | 0|acc_norm |↑ | 0.4695|± |0.0158|
| - agieval_jec_qa_kd | 1|none | 0|acc |↑ | 0.5290|± |0.0158|
| | |none | 0|acc_norm |↑ | 0.5140|± |0.0158|
| - agieval_logiqa_en | 1|none | 0|acc |↑ | 0.3579|± |0.0188|
| | |none | 0|acc_norm |↑ | 0.3779|± |0.0190|
| - agieval_logiqa_zh | 1|none | 0|acc |↑ | 0.3103|± |0.0181|
| | |none | 0|acc_norm |↑ | 0.3318|± |0.0185|
| - agieval_lsat_ar | 1|none | 0|acc |↑ | 0.2217|± |0.0275|
| | |none | 0|acc_norm |↑ | 0.2217|± |0.0275|
| - agieval_lsat_lr | 1|none | 0|acc |↑ | 0.5333|± |0.0221|
| | |none | 0|acc_norm |↑ | 0.5098|± |0.0222|
| - agieval_lsat_rc | 1|none | 0|acc |↑ | 0.5948|± |0.0300|
| | |none | 0|acc_norm |↑ | 0.5353|± |0.0305|
| - agieval_math | 1|none | 0|acc |↑ | 0.1520|± |0.0114|
| - agieval_sat_en | 1|none | 0|acc |↑ | 0.7864|± |0.0286|
| | |none | 0|acc_norm |↑ | 0.7621|± |0.0297|
| - agieval_sat_en_without_passage | 1|none | 0|acc |↑ | 0.4660|± |0.0348|
| | |none | 0|acc_norm |↑ | 0.4272|± |0.0345|
| - agieval_sat_math | 1|none | 0|acc |↑ | 0.3591|± |0.0324|
| | |none | 0|acc_norm |↑ | 0.3045|± |0.0311|
|arc_challenge | 1|none | 0|acc |↑ | 0.5247|± |0.0146|
| | |none | 0|acc_norm |↑ | 0.5538|± |0.0145|
|arc_easy | 1|none | 0|acc |↑ | 0.8165|± |0.0079|
| | |none | 0|acc_norm |↑ | 0.7934|± |0.0083|
|boolq | 2|none | 0|acc |↑ | 0.8722|± |0.0058|
|hellaswag | 1|none | 0|acc |↑ | 0.6052|± |0.0049|
| | |none | 0|acc_norm |↑ | 0.7941|± |0.0040|
|ifeval | 2|none | 0|inst_level_loose_acc |↑ | 0.5132|± |N/A |
| | |none | 0|inst_level_strict_acc |↑ | 0.4796|± |N/A |
| | |none | 0|prompt_level_loose_acc |↑ | 0.4122|± |0.0212|
| | |none | 0|prompt_level_strict_acc|↑ | 0.3734|± |0.0208|
|mmlu |N/A |none | 0|acc |↑ | 0.5972|± |0.0039|
| - abstract_algebra | 0|none | 0|acc |↑ | 0.3100|± |0.0465|
| - anatomy | 0|none | 0|acc |↑ | 0.5852|± |0.0426|
| - astronomy | 0|none | 0|acc |↑ | 0.6447|± |0.0389|
| - business_ethics | 0|none | 0|acc |↑ | 0.5800|± |0.0496|
| - clinical_knowledge | 0|none | 0|acc |↑ | 0.6830|± |0.0286|
| - college_biology | 0|none | 0|acc |↑ | 0.7153|± |0.0377|
| - college_chemistry | 0|none | 0|acc |↑ | 0.4500|± |0.0500|
| - college_computer_science | 0|none | 0|acc |↑ | 0.4900|± |0.0502|
| - college_mathematics | 0|none | 0|acc |↑ | 0.3100|± |0.0465|
| - college_medicine | 0|none | 0|acc |↑ | 0.6069|± |0.0372|
| - college_physics | 0|none | 0|acc |↑ | 0.4020|± |0.0488|
| - computer_security | 0|none | 0|acc |↑ | 0.7200|± |0.0451|
| - conceptual_physics | 0|none | 0|acc |↑ | 0.5234|± |0.0327|
| - econometrics | 0|none | 0|acc |↑ | 0.4123|± |0.0463|
| - electrical_engineering | 0|none | 0|acc |↑ | 0.4759|± |0.0416|
| - elementary_mathematics | 0|none | 0|acc |↑ | 0.4180|± |0.0254|
| - formal_logic | 0|none | 0|acc |↑ | 0.4286|± |0.0443|
| - global_facts | 0|none | 0|acc |↑ | 0.3400|± |0.0476|
| - high_school_biology | 0|none | 0|acc |↑ | 0.7419|± |0.0249|
| - high_school_chemistry | 0|none | 0|acc |↑ | 0.4631|± |0.0351|
| - high_school_computer_science | 0|none | 0|acc |↑ | 0.6300|± |0.0485|
| - high_school_european_history | 0|none | 0|acc |↑ | 0.7394|± |0.0343|
| - high_school_geography | 0|none | 0|acc |↑ | 0.7323|± |0.0315|
| - high_school_government_and_politics| 0|none | 0|acc |↑ | 0.8238|± |0.0275|
| - high_school_macroeconomics | 0|none | 0|acc |↑ | 0.6308|± |0.0245|
| - high_school_mathematics | 0|none | 0|acc |↑ | 0.3333|± |0.0287|
| - high_school_microeconomics | 0|none | 0|acc |↑ | 0.6387|± |0.0312|
| - high_school_physics | 0|none | 0|acc |↑ | 0.2914|± |0.0371|
| - high_school_psychology | 0|none | 0|acc |↑ | 0.8128|± |0.0167|
| - high_school_statistics | 0|none | 0|acc |↑ | 0.4907|± |0.0341|
| - high_school_us_history | 0|none | 0|acc |↑ | 0.8186|± |0.0270|
| - high_school_world_history | 0|none | 0|acc |↑ | 0.8186|± |0.0251|
| - human_aging | 0|none | 0|acc |↑ | 0.6771|± |0.0314|
| - human_sexuality | 0|none | 0|acc |↑ | 0.7176|± |0.0395|
| - humanities |N/A |none | 0|acc |↑ | 0.5411|± |0.0066|
| - international_law | 0|none | 0|acc |↑ | 0.7603|± |0.0390|
| - jurisprudence | 0|none | 0|acc |↑ | 0.7593|± |0.0413|
| - logical_fallacies | 0|none | 0|acc |↑ | 0.7239|± |0.0351|
| - machine_learning | 0|none | 0|acc |↑ | 0.5268|± |0.0474|
| - management | 0|none | 0|acc |↑ | 0.7864|± |0.0406|
| - marketing | 0|none | 0|acc |↑ | 0.8547|± |0.0231|
| - medical_genetics | 0|none | 0|acc |↑ | 0.6500|± |0.0479|
| - miscellaneous | 0|none | 0|acc |↑ | 0.7918|± |0.0145|
| - moral_disputes | 0|none | 0|acc |↑ | 0.6705|± |0.0253|
| - moral_scenarios | 0|none | 0|acc |↑ | 0.2268|± |0.0140|
| - nutrition | 0|none | 0|acc |↑ | 0.6961|± |0.0263|
| - other |N/A |none | 0|acc |↑ | 0.6720|± |0.0081|
| - philosophy | 0|none | 0|acc |↑ | 0.6945|± |0.0262|
| - prehistory | 0|none | 0|acc |↑ | 0.6975|± |0.0256|
| - professional_accounting | 0|none | 0|acc |↑ | 0.4539|± |0.0297|
| - professional_law | 0|none | 0|acc |↑ | 0.4537|± |0.0127|
| - professional_medicine | 0|none | 0|acc |↑ | 0.6176|± |0.0295|
| - professional_psychology | 0|none | 0|acc |↑ | 0.6275|± |0.0196|
| - public_relations | 0|none | 0|acc |↑ | 0.6364|± |0.0461|
| - security_studies | 0|none | 0|acc |↑ | 0.7061|± |0.0292|
| - social_sciences |N/A |none | 0|acc |↑ | 0.7043|± |0.0080|
| - sociology | 0|none | 0|acc |↑ | 0.8458|± |0.0255|
| - stem |N/A |none | 0|acc |↑ | 0.5027|± |0.0086|
| - us_foreign_policy | 0|none | 0|acc |↑ | 0.8400|± |0.0368|
| - virology | 0|none | 0|acc |↑ | 0.5060|± |0.0389|
| - world_religions | 0|none | 0|acc |↑ | 0.8421|± |0.0280|
|openbookqa | 1|none | 0|acc |↑ | 0.3360|± |0.0211|
| | |none | 0|acc_norm |↑ | 0.4380|± |0.0222|
|piqa | 1|none | 0|acc |↑ | 0.8112|± |0.0091|
| | |none | 0|acc_norm |↑ | 0.8194|± |0.0090|
|truthfulqa |N/A |none | 0|acc |↑ | 0.4422|± |0.0113|
| | |none | 0|bleu_acc |↑ | 0.5398|± |0.0174|
| | |none | 0|bleu_diff |↑ | 6.0075|± |0.9539|
| | |none | 0|bleu_max |↑ |30.9946|± |0.8538|
| | |none | 0|rouge1_acc |↑ | 0.5545|± |0.0174|
| | |none | 0|rouge1_diff |↑ | 8.7352|± |1.2500|
| | |none | 0|rouge1_max |↑ |57.5941|± |0.8750|
| | |none | 0|rouge2_acc |↑ | 0.4810|± |0.0175|
| | |none | 0|rouge2_diff |↑ | 7.9063|± |1.3837|
| | |none | 0|rouge2_max |↑ |43.4572|± |1.0786|
| | |none | 0|rougeL_acc |↑ | 0.5239|± |0.0175|
| | |none | 0|rougeL_diff |↑ | 8.3871|± |1.2689|
| | |none | 0|rougeL_max |↑ |54.6542|± |0.9060|
| - truthfulqa_gen | 3|none | 0|bleu_acc |↑ | 0.5398|± |0.0174|
| | |none | 0|bleu_diff |↑ | 6.0075|± |0.9539|
| | |none | 0|bleu_max |↑ |30.9946|± |0.8538|
| | |none | 0|rouge1_acc |↑ | 0.5545|± |0.0174|
| | |none | 0|rouge1_diff |↑ | 8.7352|± |1.2500|
| | |none | 0|rouge1_max |↑ |57.5941|± |0.8750|
| | |none | 0|rouge2_acc |↑ | 0.4810|± |0.0175|
| | |none | 0|rouge2_diff |↑ | 7.9063|± |1.3837|
| | |none | 0|rouge2_max |↑ |43.4572|± |1.0786|
| | |none | 0|rougeL_acc |↑ | 0.5239|± |0.0175|
| | |none | 0|rougeL_diff |↑ | 8.3871|± |1.2689|
| | |none | 0|rougeL_max |↑ |54.6542|± |0.9060|
| - truthfulqa_mc1 | 2|none | 0|acc |↑ | 0.3574|± |0.0168|
| - truthfulqa_mc2 | 2|none | 0|acc |↑ | 0.5269|± |0.0152|
|winogrande | 1|none | 0|acc |↑ | 0.7222|± |0.0126|
| Groups |Version|Filter|n-shot| Metric | | Value | |Stderr|
|------------------|-------|------|-----:|-----------|---|------:|---|-----:|
|agieval |N/A |none | 0|acc |↑ | 0.3846|± |0.0051|
| | |none | 0|acc_norm |↑ | 0.4186|± |0.0056|
|mmlu |N/A |none | 0|acc |↑ | 0.5972|± |0.0039|
| - humanities |N/A |none | 0|acc |↑ | 0.5411|± |0.0066|
| - other |N/A |none | 0|acc |↑ | 0.6720|± |0.0081|
| - social_sciences|N/A |none | 0|acc |↑ | 0.7043|± |0.0080|
| - stem |N/A |none | 0|acc |↑ | 0.5027|± |0.0086|
|truthfulqa |N/A |none | 0|acc |↑ | 0.4422|± |0.0113|
| | |none | 0|bleu_acc |↑ | 0.5398|± |0.0174|
| | |none | 0|bleu_diff |↑ | 6.0075|± |0.9539|
| | |none | 0|bleu_max |↑ |30.9946|± |0.8538|
| | |none | 0|rouge1_acc |↑ | 0.5545|± |0.0174|
| | |none | 0|rouge1_diff|↑ | 8.7352|± |1.2500|
| | |none | 0|rouge1_max |↑ |57.5941|± |0.8750|
| | |none | 0|rouge2_acc |↑ | 0.4810|± |0.0175|
| | |none | 0|rouge2_diff|↑ | 7.9063|± |1.3837|
| | |none | 0|rouge2_max |↑ |43.4572|± |1.0786|
| | |none | 0|rougeL_acc |↑ | 0.5239|± |0.0175|
| | |none | 0|rougeL_diff|↑ | 8.3871|± |1.2689|
| | |none | 0|rougeL_max |↑ |54.6542|± |0.9060| |