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Compare · 2026-10-15

Gemini 3.1 Pro Preview vs GLM 4.5

As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in 4 of 4 shared categories: General LLM, Reasoning, Math, and Long context.

CategoryGemini 3.1 Pro PreviewGLM 4.5
General LLM
#15 · Was SOTA · General LLM
Margin 7.9787234042553195
LMArena leaderboard dataset · Oct 13, 2026
#138 · #138 in General LLM
Margin 73.40425531914894
LMArena leaderboard dataset · Oct 13, 2026
Reasoning
#14 · Was SOTA · Reasoning
Margin 7.9787234042553195
LMArena leaderboard dataset · Oct 13, 2026
#129 · #129 in Reasoning
Margin 69.14893617021276
LMArena leaderboard dataset · Oct 13, 2026
Math
#3 · Near-SOTA · Math
Margin 4.444444444444443
Epoch AI benchmarking hub · Feb 19, 2026
#31 · #31 in Math
Margin 66.66666666666666
Epoch AI benchmarking hub · Aug 3, 2025
Science
#7 · #7 in Science
Margin —
Epoch AI benchmarking hub · Feb 19, 2026
—
Coding
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
#— · Not enough data
Margin —
LMArena leaderboard dataset · Oct 13, 2026
Coding › Web dev
#63 · #63 in Coding › Web dev
Margin 49.6
LMArena leaderboard dataset · Oct 13, 2026
—
Long context
#12 · Was SOTA · Long context
Margin 6.382978723404236
LMArena leaderboard dataset · Oct 13, 2026
#137 · #137 in Long context
Margin 72.87234042553192
LMArena leaderboard dataset · Oct 13, 2026
Vision
#25 · Was SOTA · Vision
Margin 68.42105263157896
Epoch AI benchmarking hub · Feb 19, 2026
—
Factuality
#21 · #21 in Factuality
Margin 12.79069767441861
LMArena leaderboard dataset · Oct 13, 2026
—
Abstraction (ARC)
#2 · #2 in Abstraction (ARC)
Margin —
Epoch AI benchmarking hub · Feb 19, 2026
—
Price per 1M tokens

Gemini 3.1 Pro Preview: $4.5 per 1M blended tokens.

GLM 4.5: $1 per 1M blended tokens.

Open weights

Gemini 3.1 Pro Preview: closed weights.

GLM 4.5: open weights.

Which to pick

General LLM: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in General LLM at #15 against #138.

Reasoning: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in Reasoning at #14 against #129.

Math: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in Math at #3 against #31.

Long context: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in Long context at #12 against #137.

Gemini 3.1 Pro Preview · GLM 4.5

Gemini 3.1 Pro Preview or GLM 4.5?

As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in 4 of 4 shared categories: General LLM, Reasoning, Math, and Long context.

Gemini 3.1 Pro Preview or GLM 4.5 for General LLM?

As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in General LLM at #15 against #138.

Gemini 3.1 Pro Preview or GLM 4.5 for Reasoning?

As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in Reasoning at #14 against #129.

Gemini 3.1 Pro Preview or GLM 4.5 for Math?

As of Oct 15, 2026, Gemini 3.1 Pro Preview leads GLM 4.5 in Math at #3 against #31.