Phi-3.5-MoE-instruct
MicrosoftPhiOpen WeightMIT · Commercial OK
Description
Phi-3.5-MoE-instruct is a mixture-of-experts model with ~42B total parameters (6.6B active) and a 128K context window. It excels at reasoning, math, coding, and multilingual tasks, outperforming larger dense models in many benchmarks. It underwent a thorough safety post-training process (SFT + DPO) and is licensed under MIT. This model is ideal for scenarios where efficiency and high performance are both required, particularly in multi-lingual or reasoning-intensive tasks.
Release Date
2024-08-23
Parameters
60.0B
Context Length
—
Modalities
—
Capability Radar
70
general
70
coding
70
reasoning
34
scienceest.
0
agents
0
multimodal
Science uses a reasoning proxy when dedicated science benchmarks are unavailable.
Rankings
| Domain | #Rank | Score | Source |
|---|---|---|---|
| Reasoning | 21 | 84.0 | LS |
Benchmark Scores (LLM Stats)
Biology
GPQA
36.8%SR
Code
RepoQA
85.0%SR
HumanEval
70.7%SR
Creativity
Social IQa
78.0%SR
Arena Hard
37.9%SR
Finance
MMLU
78.9%SR
TruthfulQA
77.5%SR
MMLU-Pro
45.3%SR
General
ARC-C
91.0%SR
OpenBookQA
89.6%SR
PIQA
88.6%SR
MBPP
0.81 / 100SR
MMMLU
69.9%SR
Language
BoolQ
84.6%SR
MEGA XStoryCloze
82.8%SR
Winogrande
81.3%SR
BIG-Bench Hard
79.1%SR
MEGA XCOPA
76.6%SR
MEGA TyDi QA
67.1%SR
MEGA MLQA
65.3%SR
MEGA UDPOS
60.4%SR
SQuALITY
24.1%SR
Long Context
RULER
87.1%SR
Qasper
40.0%SR
GovReport
26.4%SR
QMSum
19.9%SR
SummScreenFD
16.9%SR
Math
GSM8k
88.7%SR
MATH
59.5%SR
MGSM
58.7%SR
Reasoning
HellaSwag
83.8%SR
AA Evaluation Indices
No AA evaluation data available
LLM Stats Category Scores
Psychology80
Code70
Finance70
General70
Healthcare70
Language70
Legal70
Math70
Reasoning70
Creativity60
Long Context60
Physics60
Writing40
Biology40
Chemistry40
Summarization20
Pricing
No pricing data available
Speed
No speed data available
Available Providers
(LS internal units)No provider data available