Gemini 3.1 Pro Preview vs Muse Spark 1.2
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads Muse Spark 1.2 in 2 of 6 shared categories: Long context and Vision.
Gemini 3.1 Pro Preview
Yes. Yes on Math (best per dollar). Not the overall leader.
Muse Spark 1.2
It used to be. Was SOTA in General LLM.
| Category | Gemini 3.1 Pro Preview | Muse Spark 1.2 |
|---|---|---|
| General LLM | #15 · Was SOTA · General LLM Margin 10.204081632653057 LMArena leaderboard dataset · Oct 13, 2026 | #8 · Was SOTA · General LLM Margin 5.442176870748298 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #14 · Was SOTA · Reasoning Margin 10.273972602739732 LMArena leaderboard dataset · Oct 13, 2026 | #11 · #11 in Reasoning Margin 8.219178082191775 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #3 · Near-SOTA · Math Margin 4.444444444444443 Epoch AI benchmarking hub · Feb 19, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 |
| 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 | #58 · #58 in Coding › Web dev Margin 53.271028037383175 LMArena leaderboard dataset · Oct 13, 2026 | #40 · #40 in Coding › Web dev Margin 36.44859813084112 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #12 · Was SOTA · Long context Margin 8.163265306122454 LMArena leaderboard dataset · Oct 13, 2026 | #16 · Was SOTA · Long context Margin 10.884353741496597 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #25 · Was SOTA · Vision Margin 68.42105263157896 Epoch AI benchmarking hub · Feb 19, 2026 | #27 · #27 in Vision Margin 73.6842105263158 Epoch AI benchmarking hub · Aug 5, 2026 |
| Factuality | #18 · #18 in Factuality Margin 14.179104477611943 LMArena leaderboard dataset · Oct 13, 2026 | #9 · Was SOTA · Factuality Margin 7.462686567164198 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 1.2: $2.0000000000000004 per 1M blended tokens.
Gemini 3.1 Pro Preview: closed weights.
Muse Spark 1.2: closed weights.
General LLM: As of Oct 14, 2026, Muse Spark 1.2 leads Gemini 3.1 Pro Preview in General LLM at #8 against #15.
Reasoning: As of Oct 14, 2026, Muse Spark 1.2 leads Gemini 3.1 Pro Preview in Reasoning at #11 against #14.
Coding › Web dev: As of Oct 14, 2026, Muse Spark 1.2 leads Gemini 3.1 Pro Preview in Coding › Web dev at #40 against #58.
Long context: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads Muse Spark 1.2 in Long context at #12 against #16.
Vision: As of Oct 14, 2026, Gemini 3.1 Pro Preview leads Muse Spark 1.2 in Vision at #25 against #27.
Factuality: As of Oct 14, 2026, Muse Spark 1.2 leads Gemini 3.1 Pro Preview in Factuality at #9 against #18.
Gemini 3.1 Pro Preview · Muse Spark 1.2
Gemini 3.1 Pro Preview or Muse Spark 1.2?
As of Oct 14, 2026, Gemini 3.1 Pro Preview leads Muse Spark 1.2 in 2 of 6 shared categories: Long context and Vision.
Gemini 3.1 Pro Preview or Muse Spark 1.2 for General LLM?
As of Oct 14, 2026, Muse Spark 1.2 leads Gemini 3.1 Pro Preview in General LLM at #8 against #15.
Gemini 3.1 Pro Preview or Muse Spark 1.2 for Reasoning?
As of Oct 14, 2026, Muse Spark 1.2 leads Gemini 3.1 Pro Preview in Reasoning at #11 against #14.
Gemini 3.1 Pro Preview or Muse Spark 1.2 for Coding › Web dev?
As of Oct 14, 2026, Muse Spark 1.2 leads Gemini 3.1 Pro Preview in Coding › Web dev at #40 against #58.