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TinyMistral-248M-v3
M4-ai/TinyMistral-248M-v3
TinyMistral-248M-v3 is a text generation model from M4-ai. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
still in training. Trained on about ~21 billion tokens so far.
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- mistral
- Access
- Public
- Created
- Feb 5, 2024
- Updated
- Oct 20, 2024
- SHA
- 5afbc96d
Try a prompt
Model card
From the Hugging Face model README
still in training. Trained on about ~21 billion tokens so far.
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| Open LLM Leaderboard | N/A | |||||||
| - arc_challenge | 1 | none | 25 | acc | ↑ | 0.2005 | ± | 0.0117 |
| none | 25 | acc_norm | ↑ | 0.2406 | ± | 0.0125 | ||
| - gsm8k | 3 | flexible-extract | 5 | exact_match | ↑ | 0.0083 | ± | 0.0025 |
| strict-match | 5 | exact_match | ↑ | 0.0000 | ± | 0.0000 | ||
| - hellaswag | 1 | none | 10 | acc | ↑ | 0.2724 | ± | 0.0044 |
| none | 10 | acc_norm | ↑ | 0.2838 | ± | 0.0045 | ||
| - mmlu | 2 | none | acc | ↑ | 0.2290 | ± | 0.0035 | |
| - humanities | 2 | none | acc | ↑ | 0.2380 | ± | 0.0062 | |
| - formal_logic | 1 | none | 5 | acc | ↑ | 0.2460 | ± | 0.0385 |
| - high_school_european_history | 1 | none | 5 | acc | ↑ | 0.1818 | ± | 0.0301 |
| - high_school_us_history | 1 | none | 5 | acc | ↑ | 0.2647 | ± | 0.0310 |
| - high_school_world_history | 1 | none | 5 | acc | ↑ | 0.2911 | ± | 0.0296 |
| - international_law | 1 | none | 5 | acc | ↑ | 0.2149 | ± | 0.0375 |
| - jurisprudence | 1 | none | 5 | acc | ↑ | 0.2685 | ± | 0.0428 |
| - logical_fallacies | 1 | none | 5 | acc | ↑ | 0.2209 | ± | 0.0326 |
| - moral_disputes | 1 | none | 5 | acc | ↑ | 0.2457 | ± | 0.0232 |
| - moral_scenarios | 1 | none | 5 | acc | ↑ | 0.2369 | ± | 0.0142 |
| - philosophy | 1 | none | 5 | acc | ↑ | 0.1865 | ± | 0.0221 |
| - prehistory | 1 | none | 5 | acc | ↑ | 0.1975 | ± | 0.0222 |
| - professional_law | 1 | none | 5 | acc | ↑ | 0.2432 | ± | 0.0110 |
| - world_religions | 1 | none | 5 | acc | ↑ | 0.3099 | ± | 0.0355 |
| - other | 2 | none | acc | ↑ | 0.2375 | ± | 0.0076 | |
| - business_ethics | 1 | none | 5 | acc | ↑ | 0.3200 | ± | 0.0469 |
| - clinical_knowledge | 1 | none | 5 | acc | ↑ | 0.2226 | ± | 0.0256 |
| - college_medicine | 1 | none | 5 | acc | ↑ | 0.1965 | ± | 0.0303 |
| - global_facts | 1 | none | 5 | acc | ↑ | 0.1800 | ± | 0.0386 |
| - human_aging | 1 | none | 5 | acc | ↑ | 0.3004 | ± | 0.0308 |
| - management | 1 | none | 5 | acc | ↑ | 0.1942 | ± | 0.0392 |
| - marketing | 1 | none | 5 | acc | ↑ | 0.2735 | ± | 0.0292 |
| - medical_genetics | 1 | none | 5 | acc | ↑ | 0.3000 | ± | 0.0461 |
| - miscellaneous | 1 | none | 5 | acc | ↑ | 0.2478 | ± | 0.0154 |
| - nutrition | 1 | none | 5 | acc | ↑ | 0.2222 | ± | 0.0238 |
| - professional_accounting | 1 | none | 5 | acc | ↑ | 0.2021 | ± | 0.0240 |
| - professional_medicine | 1 | none | 5 | acc | ↑ | 0.1912 | ± | 0.0239 |
| - virology | 1 | none | 5 | acc | ↑ | 0.2590 | ± | 0.0341 |
| - social sciences | 2 | none | acc | ↑ | 0.2203 | ± | 0.0075 | |
| - econometrics | 1 | none | 5 | acc | ↑ | 0.2368 | ± | 0.0400 |
| - high_school_geography | 1 | none | 5 | acc | ↑ | 0.2020 | ± | 0.0286 |
| - high_school_government_and_politics | 1 | none | 5 | acc | ↑ | 0.1865 | ± | 0.0281 |
| - high_school_macroeconomics | 1 | none | 5 | acc | ↑ | 0.2205 | ± | 0.0210 |
| - high_school_microeconomics | 1 | none | 5 | acc | ↑ | 0.2143 | ± | 0.0267 |
| - high_school_psychology | 1 | none | 5 | acc | ↑ | 0.1908 | ± | 0.0168 |
| - human_sexuality | 1 | none | 5 | acc | ↑ | 0.2672 | ± | 0.0388 |
| - professional_psychology | 1 | none | 5 | acc | ↑ | 0.2386 | ± | 0.0172 |
| - public_relations | 1 | none | 5 | acc | ↑ | 0.1727 | ± | 0.0362 |
| - security_studies | 1 | none | 5 | acc | ↑ | 0.2367 | ± | 0.0272 |
| - sociology | 1 | none | 5 | acc | ↑ | 0.2488 | ± | 0.0306 |
| - us_foreign_policy | 1 | none | 5 | acc | ↑ | 0.2600 | ± | 0.0441 |
| - stem | 2 | none | acc | ↑ | 0.2157 | ± | 0.0073 | |
| - abstract_algebra | 1 | none | 5 | acc | ↑ | 0.2200 | ± | 0.0416 |
| - anatomy | 1 | none | 5 | acc | ↑ | 0.1778 | ± | 0.0330 |
| - astronomy | 1 | none | 5 | acc | ↑ | 0.1908 | ± | 0.0320 |
| - college_biology | 1 | none | 5 | acc | ↑ | 0.2778 | ± | 0.0375 |
| - college_chemistry | 1 | none | 5 | acc | ↑ | 0.2200 | ± | 0.0416 |
| - college_computer_science | 1 | none | 5 | acc | ↑ | 0.2100 | ± | 0.0409 |
| - college_mathematics | 1 | none | 5 | acc | ↑ | 0.2100 | ± | 0.0409 |
| - college_physics | 1 | none | 5 | acc | ↑ | 0.2157 | ± | 0.0409 |
| - computer_security | 1 | none | 5 | acc | ↑ | 0.2700 | ± | 0.0446 |
| - conceptual_physics | 1 | none | 5 | acc | ↑ | 0.2638 | ± | 0.0288 |
| - electrical_engineering | 1 | none | 5 | acc | ↑ | 0.2483 | ± | 0.0360 |
| - elementary_mathematics | 1 | none | 5 | acc | ↑ | 0.2037 | ± | 0.0207 |
| - high_school_biology | 1 | none | 5 | acc | ↑ | 0.1774 | ± | 0.0217 |
| - high_school_chemistry | 1 | none | 5 | acc | ↑ | 0.2020 | ± | 0.0282 |
| - high_school_computer_science | 1 | none | 5 | acc | ↑ | 0.2500 | ± | 0.0435 |
| - high_school_mathematics | 1 | none | 5 | acc | ↑ | 0.2148 | ± | 0.0250 |
| - high_school_physics | 1 | none | 5 | acc | ↑ | 0.2053 | ± | 0.0330 |
| - high_school_statistics | 1 | none | 5 | acc | ↑ | 0.1481 | ± | 0.0242 |
| - machine_learning | 1 | none | 5 | acc | ↑ | 0.3125 | ± | 0.0440 |
| - truthfulqa_gen | 3 | none | 0 | bleu_acc | ↑ | 0.2362 | ± | 0.0149 |
| none | 0 | bleu_diff | ↑ | -1.0138 | ± | 0.2569 | ||
| none | 0 | bleu_max | ↑ | 7.9522 | ± | 0.4088 | ||
| none | 0 | rouge1_acc | ↑ | 0.2595 | ± | 0.0153 | ||
| none | 0 | rouge1_diff | ↑ | -1.9129 | ± | 0.4349 | ||
| none | 0 | rouge1_max | ↑ | 21.7885 | ± | 0.7307 | ||
| none | 0 | rouge2_acc | ↑ | 0.1200 | ± | 0.0114 | ||
| none | 0 | rouge2_diff | ↑ | -1.9771 | ± | 0.3475 | ||
| none | 0 | rouge2_max | ↑ | 9.0199 | ± | 0.5842 | ||
| none | 0 | rougeL_acc | ↑ | 0.2570 | ± | 0.0153 | ||
| none | 0 | rougeL_diff | ↑ | -1.8812 | ± | 0.4185 | ||
| none | 0 | rougeL_max | ↑ | 19.6284 | ± | 0.6850 | ||
| - truthfulqa_mc1 | 2 | none | 0 | acc | ↑ | 0.1983 | ± | 0.0140 |
| - truthfulqa_mc2 | 2 | none | 0 | acc | ↑ | 0.3861 | ± | 0.0147 |
| - winogrande | 1 | none | 5 | acc | ↑ | 0.4972 | ± | 0.0141 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| - mmlu | 2 | none | acc | ↑ | 0.2290 | ± | 0.0035 | |
| - humanities | 2 | none | acc | ↑ | 0.2380 | ± | 0.0062 | |
| - other | 2 | none | acc | ↑ | 0.2375 | ± | 0.0076 | |
| - social sciences | 2 | none | acc | ↑ | 0.2203 | ± | 0.0075 | |
| - stem | 2 | none | acc | ↑ | 0.2157 | ± | 0.0073 |
| Tasks | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| agieval_nous | 0 | none | acc_norm | ↑ | 0.2133 | ± | 0.0081 | |
| - agieval_aqua_rat | 1 | none | 0 | acc | ↑ | 0.2047 | ± | 0.0254 |
| none | 0 | acc_norm | ↑ | 0.1969 | ± | 0.0250 | ||
| - agieval_logiqa_en | 1 | none | 0 | acc | ↑ | 0.2043 | ± | 0.0158 |
| none | 0 | acc_norm | ↑ | 0.2304 | ± | 0.0165 | ||
| - agieval_lsat_ar | 1 | none | 0 | acc | ↑ | 0.1739 | ± | 0.0250 |
| none | 0 | acc_norm | ↑ | 0.1957 | ± | 0.0262 | ||
| - agieval_lsat_lr | 1 | none | 0 | acc | ↑ | 0.1549 | ± | 0.0160 |
| none | 0 | acc_norm | ↑ | 0.1608 | ± | 0.0163 | ||
| - agieval_lsat_rc | 1 | none | 0 | acc | ↑ | 0.1636 | ± | 0.0226 |
| none | 0 | acc_norm | ↑ | 0.2119 | ± | 0.0250 | ||
| - agieval_sat_en | 1 | none | 0 | acc | ↑ | 0.2670 | ± | 0.0309 |
| none | 0 | acc_norm | ↑ | 0.2621 | ± | 0.0307 | ||
| - agieval_sat_en_without_passage | 1 | none | 0 | acc | ↑ | 0.2670 | ± | 0.0309 |
| none | 0 | acc_norm | ↑ | 0.2621 | ± | 0.0307 | ||
| - agieval_sat_math | 1 | none | 0 | acc | ↑ | 0.2182 | ± | 0.0279 |
| none | 0 | acc_norm | ↑ | 0.2318 | ± | 0.0285 | ||
| arc_challenge | 1 | none | 0 | acc | ↑ | 0.1945 | ± | 0.0116 |
| none | 0 | acc_norm | ↑ | 0.2372 | ± | 0.0124 | ||
| truthfulqa_mc2 | 2 | none | 0 | acc | ↑ | 0.3861 | ± | 0.0147 |
| Groups | Version | Filter | n-shot | Metric | Value | Stderr | ||
|---|---|---|---|---|---|---|---|---|
| agieval_nous | 0 | none | acc_norm | ↑ | 0.2133 | ± | 0.0081 |
Open LLM Leaderboard Evaluation Results
Detailed results can be found here
| Metric | Value |
|---|---|
| Avg. | 4.13 |
| IFEval (0-Shot) | 16.39 |
| BBH (3-Shot) | 1.78 |
| MATH Lvl 5 (4-Shot) | 0.00 |
| GPQA (0-shot) | 0.00 |
| MuSR (0-shot) | 5.15 |
| MMLU-PRO (5-shot) | 1.47 |
- Task
- Text Generation
- Library
- transformers
- Type
- mistral
- License
- apache-2.0
- Languages
- en
- Created
- Feb 5, 2024
- Updated
- Oct 20, 2024