HF Model & Benchmark Matrix

24,078 variants · 14,984 scores · 120 benchmarks

Phi-4-mini-instruct

microsoft/Phi-4-mini-instruct

kind
original
quant
bf16 (16-bit)
family
phi
modality
text-generation
root model
microsoft/Phi-4-mini-instruct
provider
microsoft
license
mit
language
multilingual, ar, zh, cs, da, nl, en, fi, fr, de, he, hu
context
128K
library
transformers
vRAM (GB)
88.6
size on disk
—
downloads
417,935
likes
801
created
—
last modified
2025-12-10T20:24:40+00:00 (2025)
huggingface
https://huggingface.co/microsoft/Phi-4-mini-instruct
tags
transformerssafetensorsphi3text-generationnlpcodeconversationalcustom_codemultilingualarzhcsdanlenfifrdehehuitjakono

Benchmark scores (16)

benchmarkcategoryscorecontextconfevidence
GSM8Kmath88.6GSM8K (8-shot, CoT)medium| GSM8K (8-shot, CoT) | 88.6 | 76.9 | 75.6 | 80.1 | 80.6 | 88.7 | 81.9 | 82.4 | 84.3 | 84.9 | 91.3 |
ARC-Challengeknowledge83.7ARC Challenge (10-shot)medium| ARC Challenge (10-shot) | 83.7 | 84.6 | 76.1 | 80.3 | 82.6 | 90.1 | 82.7 | 83.1 | 79.4 | 89.8 | 93.5 |
BoolQknowledge81.2BoolQ (2-shot)medium| BoolQ (2-shot) | 81.2 | 77.7 | 71.4 | 79.4 | 65.4 | 80.0 | 80.5 | 82.8 | 79.3 | 85.7 | 88.7 |
OpenBookQAknowledge79.2OpenBookQA (10-shot)medium| OpenBookQA (10-shot) | 79.2 | 81.2 | 72.6 | 79.8 | 79.3 | 82.6 | 80.2 | 84.8 | 79.8 | 90.0 | 90.0 |
PIQAknowledge77.6PIQA (5-shot)medium| PIQA (5-shot) | 77.6 | 78.2 | 68.2 | 73.2 | 72.6 | 76.2 | 81.2 | 83.2 | 78.3 | 83.7 | 88.7 |
BBHreasoning70.4BigBench Hard (0-shot, CoT)medium| BigBench Hard (0-shot, CoT) | 70.4 | 63.1 | 55.4 | 51.2 | 56.2 | 72.4 | 53.3 | 63.4 | 55.5 | 65.7 | 80.4 |
HellaSwagknowledge69.1HellaSwag (5-shot)medium| HellaSwag (5-shot) | 69.1 | 72.2 | 77.2 | 74.6 | 74.6 | 80.0 | 73.5 | 72.8 | 80.9 | 87.1 | 88.7 |
MMLUknowledge67.3MMLU (5-shot)medium| MMLU (5-shot) | 67.3 | 65.5 | 61.8 | 60.8 | 65.0 | 72.6 | 63.0 | 68.1 | 65.0 | 71.3 | 77.2 |
WinoGrandeknowledge67.0Winogrande (5-shot)medium| Winogrande (5-shot) | 67.0 | 72.2 | 53.2 | 59.8 | 63.3 | 71.1 | 63.1 | 64.7 | 65.4 | 74.0 | 76.9 |
TruthfulQAsafety66.4TruthfulQA (MC2) (10-shot)medium| TruthfulQA (MC2) (10-shot) | 66.4 | 65.2 | 59.2 | 62.9 | 64.3 | 69.4 | 63.0 | 69.2 | 64.1 | 76.6 | 78.2 |
MATHmath64.0MATH (0-shot, CoT)medium| MATH (0-shot, CoT) | 64.0 | 49.8 | 46.7 | 41.8 | 61.7 | 60.4 | 41.6 | 47.6 | 46.1 | 51.3 | 70.2 |
MGSMmath63.9MGSM (0-shot, CoT)medium| MGSM (0-shot, CoT) | 63.9 | 49.6 | 44.6 | 44.6 | 53.5 | 64.5 | 56.7 | 56.7 | 58.6 | 75.1 | 81.7 |
MMLU-Proknowledge52.8MMLU-Pro (0-shot, CoT)medium| MMLU-Pro (0-shot, CoT) | 52.8 | 47.4 | 39.2 | 35.3 | 44.7 | 56.2 | 36.6 | 44.0 | 40.9 | 50.1 | 62.8 |
MMLUknowledge49.3Multilingual MMLU (5-shot)medium| Multilingual MMLU (5-shot) | 49.3 | 51.8 | 48.1 | 46.4 | 55.9 | 64.4 | 53.7 | 56.2 | 54.5 | 63.8 | 72.9 |
Chatbot Arenachat32.8Arena Hardmedium| Arena Hard | 32.8 | 34.4 | 17.0 | 26.9 | 32.0 | 55.5 | 37.3 | 25.7 | 42.7 | 43.7 | 53.7 |
GPQAreasoning25.2GPQA (0-shot, CoT)medium| GPQA (0-shot, CoT) | 25.2 | 26.6 | 24.3 | 24.4 | 23.4 | 30.6 | 26.3 | 26.3 | 29.9 | 39.1 | 41.1 |

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Hugging Face model & benchmark data scraped & matrix-ified. 24,078 variants · 14,984 scores · 120 benchmarks.