Kudos - really strong small model! MMLU-Pro benchmarks
I'm running the 4 bit mlx quantized model on a standard m4 macbook with LMStudio.
Some of the areas the performance is on par or better than 70B models.
Particularly strong in math, biology, business, chemistry, economics, engineering - may not be all.
MMLU-PRO Leaderboard:
https://huggingface.co/spaces/TIGER-Lab/MMLU-Pro
2025-02-24 09:44:21.855992
{
"comment": "",
"server": {
"url": "http://127.0.0.1:1234/v1",
"model": "openthinker-7b-mlx@4bit",
"timeout": 600.0
},
"inference": {
"temperature": 0.0,
"top_p": 1.0,
"max_tokens": 2048,
"system_prompt": "The following are multiple choice questions (with answers) about {subject}. Think step by step and then finish your answer with "the answer is (X)" where X is the correct letter choice.",
"style": "multi_chat"
},
"test": {
"subset": 0.05,
"parallel": 1
},
"log": {
"verbosity": 0,
"log_prompt": true
}
}
Finished testing biology in .
Total, 24/35, 68.57%
Random Guess Attempts, 1/35, 2.86%
Correct Random Guesses, 0/1, 0.00%
Adjusted Score Without Random Guesses, 24/34, 70.59%
Finished testing business in 29 minutes 32 seconds.
Total, 26/39, 66.67%
Random Guess Attempts, 0/39, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 26/39, 66.67%
Finished testing chemistry in 1 hours 12 minutes 26 seconds.
Total, 33/56, 58.93%
Random Guess Attempts, 1/56, 1.79%
Correct Random Guesses, 0/1, 0.00%
Adjusted Score Without Random Guesses, 33/55, 60.00%
Finished testing computer science in .
Total, 10/20, 50.00%
Random Guess Attempts, 0/20, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 10/20, 50.00%
Finished testing economics in 19 minutes 23 seconds.
Total, 27/42, 64.29%
Random Guess Attempts, 1/42, 2.38%
Correct Random Guesses, 1/1, 100.00%
Adjusted Score Without Random Guesses, 26/41, 63.41%
Finished testing engineering in 43 minutes 56 seconds.
Total, 21/48, 43.75%
Random Guess Attempts, 0/48, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 21/48, 43.75%
Finished testing health in 17 minutes 18 seconds.
Total, 20/40, 50.00%
Random Guess Attempts, 0/40, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 20/40, 50.00%
Finished testing history in 11 minutes 13 seconds.
Total, 7/19, 36.84%
Random Guess Attempts, 0/19, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 7/19, 36.84%
Finished testing law in 36 minutes 52 seconds.
Total, 15/55, 27.27%
Random Guess Attempts, 0/55, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 15/55, 27.27%
Finished testing math in 46 minutes 10 seconds.
Total, 51/67, 76.12%
Random Guess Attempts, 0/67, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 51/67, 76.12%
Finished testing philosophy in 12 minutes 5 seconds.
Total, 10/24, 41.67%
Random Guess Attempts, 0/24, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 10/24, 41.67%
Finished testing physics in 46 minutes 30 seconds.
Total, 37/64, 57.81%
Random Guess Attempts, 0/64, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 37/64, 57.81%
Finished testing psychology in 14 minutes 49 seconds.
Total, 18/39, 46.15%
Random Guess Attempts, 0/39, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 18/39, 46.15%
Finished testing other in 23 minutes 39 seconds.
Total, 22/46, 47.83%
Random Guess Attempts, 0/46, 0.00%
Correct Random Guesses, division by zero error
Adjusted Score Without Random Guesses, 22/46, 47.83%
Finished the benchmark in 6 hours 14 minutes 1 seconds.
Total, 321/594, 54.04%
Random Guess Attempts, 3/594, 0.51%
Correct Random Guesses, 1/3, 33.33%
Adjusted Score Without Random Guesses, 320/591, 54.15%
Token Usage:
Prompt tokens: min 917, average 1382, max 2479, total 744828, tk/s 33.19
Completion tokens: min 30, average 900, max 2047, total 485308, tk/s 21.63
Markdown Table:
overall | biology | business | chemistry | computer science | economics | engineering | health | history | law | math | philosophy | physics | psychology | other |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
54.04 | 68.57 | 66.67 | 58.93 | 50.00 | 64.29 | 43.75 | 50.00 | 36.84 | 27.27 | 76.12 | 41.67 | 57.81 | 46.15 | 47.83 |
This is amazing. Thank you so much for doing these evals for us! At 21 TPS, how long did the total eval take?