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Phi-3.5-MoE-instruct

MicrosoftPhiOpen WeightMIT · Commercial OK

Descripción

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.

Fecha de lanzamiento
2024-08-23
Parámetros
60.0B
Longitud del contexto
Modalidades

Radar de capacidades

70
general
70
coding
70
reasoning
34
scienceest.
0
agents
0
multimodal

Science usa un proxy de razonamiento cuando los benchmarks científicos dedicados no están disponibles.

Rankings

Dominio#PosiciónPuntuaciónFuente
Reasoning21
84.0
LS

Puntuaciones de benchmarks (LLM Stats)

Biology

GPQA36.8%Aut.

Code

RepoQA85.0%Aut.
HumanEval70.7%Aut.

Creativity

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

Finance

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

General

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

Language

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

Long Context

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

Math

GSM8k88.7%Aut.
MATH59.5%Aut.
MGSM58.7%Aut.

Reasoning

HellaSwag83.8%Aut.

Índices de evaluación AA

No hay datos de evaluación AA disponibles

Puntuaciones por categoría LLM Stats

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

Precios

No hay datos de precios disponibles

Velocidad

No hay datos de velocidad disponibles

Proveedores disponibles

(Unidades internas LS)

No hay datos de proveedores disponibles

Fuentes externas