Skip to main content

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.
70
agents
0
multimodal

Science is estimated from LLM Stats science scores or reasoning when no dedicated science benchmarks are available.

Rankings

No ranking data available

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Biology

GPQANYU + Cohere + Anthropic (2023)36.8%SR

Code

RepoQA85.0%SR
HumanEvalOpenAI (2021)70.7%SR

Creativity

Social IQa78.0%SR
Arena Hard37.9%SR

Finance

MMLU78.9%SR
TruthfulQA77.5%SR
MMLU-Pro45.3%SR

General

ARC-C91.0%SR
OpenBookQA89.6%SR
PIQA88.6%SR
MBPP0.81 / 100SR
MMMLU69.9%SR

Language

BoolQ84.6%SR
MEGA XStoryCloze82.8%SR
Winogrande81.3%SR
BIG-Bench Hard79.1%SR
MEGA XCOPA76.6%SR
MEGA TyDi QA67.1%SR
MEGA MLQA65.3%SR
MEGA UDPOS60.4%SR
SQuALITY24.1%SR

Long Context

RULER87.1%SR
Qasper40.0%SR
GovReport26.4%SR
QMSum19.9%SR
SummScreenFD16.9%SR

Math

GSM8k88.7%SR
MATH59.5%SR
MGSM58.7%SR

Reasoning

HellaSwagAI2 (2019)83.8%SR

AA Evaluation Indices

(Artificial Analysis)

No AA evaluation data available

LLM Stats Category Scores

(LLM Stats (zeroeval))
Psychology
80
Legal
70
Math
70
Reasoning
70
Language
70
Finance
70
General
70
Healthcare
70
Code
70
Long Context
60
Physics
60
Creativity
60
Biology
40
Chemistry
40
Writing
40
Summarization
20

Pricing

No pricing data available

Speed

No speed data available

Provider Price Ranking

No provider data available

External Sources