Cheese Dossier · CF-1.3

GLM-5.1

zai-org · Cheese #102· 5 signals · specialty hle · Open Weight

對照指數台

CHEESE INDEX

49.7

DEPTH

71.2

BALANCE

89.0

CONSENSUS

78.0

STABILITY

99.8

COVERAGE

69%

VALUE

8.56

I / O

$1.4 / $4.4

SPECIALTY

hle +20.7

BEST FIT

long_horizon 53.6

深度雷達

實線＝本模型 · 虛線＝群體中位

芝士軸

coding41.5

agent46.9

horizon52.5

Cheese Index = 可用軸中位數；Balance = 三軸分歧小。

能力細節

gpqa ★86.2

hle ★52.3

mcp71.8

coding52.1

agent46.9

math ★64.1

knowledge ★71.2

instruction ★93.7

reasoning ★71.7

部署建議

中段指數：適合成本敏感路徑。優先看 Pareto／Value；用深度雷達找專長匹配，再與更高指數模型 A/B。

鄰近差分

vs Grok 4 Fast (Reasoning)

coding+0.2

agent—

horizon+44.1

指數鄰近

Grok 4 Fast (Reasoning) 49.6
Pokee-Isaac 28B 49.6
Composer 2 49.5
Qwen3.6-27B 49.5
MiMo-V2.5 49.9

同組織

GLM-5 52.1
GLM-5.2 49.4
GLM-4.7 32.5
GLM-4.6 31.0