Gemini 3.1 Pro Preview vs Muse Spark
As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in 5 of 7 shared categories: Reasoning, Math, Science, Long context, and Factuality.
Gemini 3.1 Pro Preview
Yes. Yes on Math (best per dollar). Not the overall leader.
Muse Spark
It used to be. Was SOTA in General LLM.
| Category | Gemini 3.1 Pro Preview | Muse Spark |
|---|---|---|
| General LLM | #15 · Was SOTA · General LLM Margin 7.9787234042553195 LMArena leaderboard dataset · Oct 13, 2026 | #12 · Was SOTA · General LLM Margin 6.38297872340425 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #14 · Was SOTA · Reasoning Margin 7.9787234042553195 LMArena leaderboard dataset · Oct 13, 2026 | #17 · Was SOTA · Reasoning Margin 9.574468085106389 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #3 · Near-SOTA · Math Margin 4.444444444444443 Epoch AI benchmarking hub · Feb 19, 2026 | #7 · Was SOTA · Math Margin 13.333333333333329 Epoch AI benchmarking hub · Apr 8, 2026 |
| Science | #7 · #7 in Science Margin — Epoch AI benchmarking hub · Feb 19, 2026 | #37 · #37 in Science Margin — Epoch AI benchmarking hub · Apr 8, 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 | #12 · #12 in Coding › Web dev Margin — LMArena leaderboard dataset · Jun 5, 2026 |
| Long context | #12 · Was SOTA · Long context Margin 6.382978723404236 LMArena leaderboard dataset · Oct 13, 2026 | #44 · #44 in Long context Margin 23.40425531914893 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 | #21 · #21 in Factuality Margin 12.79069767441861 LMArena leaderboard dataset · Oct 13, 2026 | #27 · #27 in Factuality Margin 16.279069767441854 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #2 · #2 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Feb 19, 2026 | — |
Gemini 3.1 Pro Preview: $4.5 per 1M blended tokens.
Muse Spark: price per 1M tokens is unset in the catalog.
Gemini 3.1 Pro Preview: closed weights.
Muse Spark: closed weights.
General LLM: As of Oct 15, 2026, Muse Spark leads Gemini 3.1 Pro Preview in General LLM at #12 against #15.
Reasoning: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in Reasoning at #14 against #17.
Math: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in Math at #3 against #7.
Science: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in Science at #7 against #37.
Coding › Web dev: As of Oct 15, 2026, Muse Spark leads Gemini 3.1 Pro Preview in Coding › Web dev at #12 against #63.
Long context: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in Long context at #12 against #44.
Factuality: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in Factuality at #21 against #27.
Gemini 3.1 Pro Preview · Muse Spark
Gemini 3.1 Pro Preview or Muse Spark?
As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in 5 of 7 shared categories: Reasoning, Math, Science, Long context, and Factuality.
Gemini 3.1 Pro Preview or Muse Spark for General LLM?
As of Oct 15, 2026, Muse Spark leads Gemini 3.1 Pro Preview in General LLM at #12 against #15.
Gemini 3.1 Pro Preview or Muse Spark for Reasoning?
As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in Reasoning at #14 against #17.
Gemini 3.1 Pro Preview or Muse Spark for Math?
As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Spark in Math at #3 against #7.