Gemini 3.1 Pro Preview vs GPT-5.4
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in 6 of 8 shared categories: General LLM, Reasoning, Math, Science, Long context, and Abstraction (ARC).
Gemini 3.1 Pro Preview
Yes. Yes on Math (best per dollar). Not the overall leader.
GPT-5.4
It used to be. Was SOTA in General LLM.
| Category | Gemini 3.1 Pro Preview | GPT-5.4 |
|---|---|---|
| General LLM | #15 · Was SOTA · General LLM Margin 10.204081632653057 LMArena leaderboard dataset · Oct 13, 2026 | #28 · Was SOTA · General LLM Margin 19.04761904761905 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #14 · Was SOTA · Reasoning Margin 10.273972602739732 LMArena leaderboard dataset · Oct 13, 2026 | #29 · #29 in Reasoning Margin 20.54794520547945 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #3 · Near-SOTA · Math Margin 4.444444444444443 Epoch AI benchmarking hub · Feb 19, 2026 | #9 · #9 in Math Margin 17.777777777777757 Epoch AI benchmarking hub · Mar 5, 2026 |
| Science | #7 · #7 in Science Margin — Epoch AI benchmarking hub · Feb 19, 2026 | #16 · #16 in Science Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Coding | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | #— · Not enough data Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
| Coding › Web dev | #58 · #58 in Coding › Web dev Margin 53.271028037383175 LMArena leaderboard dataset · Oct 13, 2026 | #55 · #55 in Coding › Web dev Margin 50.467289719626166 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #12 · Was SOTA · Long context Margin 8.163265306122454 LMArena leaderboard dataset · Oct 13, 2026 | #34 · #34 in Long context Margin 23.12925170068027 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #25 · Was SOTA · Vision Margin 68.42105263157896 Epoch AI benchmarking hub · Feb 19, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 9, 2026 |
| Factuality | #18 · #18 in Factuality Margin 14.179104477611943 LMArena leaderboard dataset · Oct 13, 2026 | #6 · Was SOTA · Factuality Margin 5.22388059701494 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #2 · #2 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Feb 19, 2026 | #10 · #10 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Mar 5, 2026 |
Gemini 3.1 Pro Preview: $4.5 per 1M blended tokens.
GPT-5.4: $5.625 per 1M blended tokens.
Gemini 3.1 Pro Preview: closed weights.
GPT-5.4: closed weights.
General LLM: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in General LLM at #15 against #28.
Reasoning: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in Reasoning at #14 against #29.
Math: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in Math at #3 against #9.
Science: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in Science at #7 against #16.
Coding › Web dev: As of Oct 14, 2026, GPT-5.4 leads Gemini 3.1 Pro Preview in Coding › Web dev at #55 against #58.
Long context: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in Long context at #12 against #34.
Factuality: As of Oct 14, 2026, GPT-5.4 leads Gemini 3.1 Pro Preview in Factuality at #6 against #18.
Abstraction (ARC): As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in Abstraction (ARC) at #2 against #10.
Gemini 3.1 Pro Preview · GPT-5.4
Gemini 3.1 Pro Preview or GPT-5.4?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in 6 of 8 shared categories: General LLM, Reasoning, Math, Science, Long context, and Abstraction (ARC).
Gemini 3.1 Pro Preview or GPT-5.4 for General LLM?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in General LLM at #15 against #28.
Gemini 3.1 Pro Preview or GPT-5.4 for Reasoning?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in Reasoning at #14 against #29.
Gemini 3.1 Pro Preview or GPT-5.4 for Math?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads GPT-5.4 in Math at #3 against #9.