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Gemma 4 31B
Step 5 PreviewMuse Spark 1.2 vs Kimi K3
- Muse Spark 1.2 rates higher on LMArena’s text leaderboard: 1482 against 1475.
- Muse Spark 1.2 is cheaper: $1.25 / $4.25 per million input / output tokens, against $0.24 / $11 for Kimi K3.
- On the 8 Vals AI benchmarks both have taken, Muse Spark 1.2 wins 1 and Kimi K3 wins 7 (Muse Spark 1.2: MMLU-Pro).
LatestMuse Spark 1.2 1482Kimi K3 1475
Side by side
Models (2/6)
- Muse Spark 1.2
- Kimi K3
| Benchmark | Muse Spark 1.2 | Kimi K3 |
|---|---|---|
| The model | ||
| Lab | Meta | Moonshot AI |
| Released | 2026-08-05 | 2026-07-16 |
| Weights | Proprietary | Open |
| Context window | 1M | 1M |
| Input, per 1M tokens | $1.25 | $0.24 |
| Output, per 1M tokens | $4.25 | $10.80 |
| LMArena, people’s votes | ||
| LMArena TextMillions of people compare two anonymous models side by side and vote for the better answer | 1482#17 of 351 | 1475#25 of 351 |
| LMArena WebDevPeople ask two anonymous models to build the same web app, try both and vote for the better one | 1533#52 of 124 | 1655#17 of 124 |
| LMArena VisionSide-by-side votes on prompts that include an image | 1304#17 of 146 | — |
| LMArena CodingLMArena’s text votes on prompts that ask for code | 1505#18 of 346 | 1508#16 of 346 |
| LMArena MathLMArena’s text votes on math prompts | 1483#31 of 339 | 1493#20 of 339 |
| LMArena Creative writingLMArena’s text votes on stories, poems and other creative writing | 1435#56 of 349 | 1456#28 of 349 |
| LMArena Hard promptsLMArena’s text votes on the hardest prompts | 1490#20 of 351 | 1495#17 of 351 |
| LMArena Instruction followingLMArena’s text votes on prompts with specific instructions to follow | 1463#39 of 351 | 1485#16 of 351 |
| Vals AI, overall | ||
| Vals IndexVals AI’s headline score | — | 52.95%#20 of 27 |
| Vals AI, coding | ||
| Terminal-Bench 4.0Frontier-difficulty tasks an agent completes in a real terminal | 6.06%#46 of 55 | 17.17%#34 of 55 |
| SWE-benchReal GitHub issues from open-source projects | 86.60%#14 of 85 | 93.40%#8 of 85 |
| Vibe Code BenchBuilding complete web apps from a plain-language brief, graded on whether the app works | 79.10%#27 of 115 | 84.97%#16 of 115 |
| Code MigrationRewriting working programs in a new language, graded on whether the new program still passes its tests | — | 28.59%#23 of 28 |
| LiveCodeBenchFresh competitive programming problems, collected after models’ training cut-offs to avoid contamination | — | 87.19%#18 of 143 |
| Vals AI, finance | ||
| Finance AgentThe core tasks of a financial analyst, done as an agent with research tools | — | 60.01%#21 of 31 |
| Finance IndexVals AI’s composite of finance tasks | — | 57.95%#11 of 31 |
| Tax Agent BenchAgentic research into US corporate tax questions | 32.80%#17 of 76 | 33.37%#15 of 76 |
| Vals AI, law | ||
| Legal IndexVals AI’s composite of legal tasks | — | 71.72%#10 of 28 |
| Legal Research BenchAgentic US legal research | 43.75%#22 of 85 | 46.15%#16 of 85 |
| Vals AI, medicine | ||
| MedCodeAssigning the right medical billing codes from clinical notes | 49.35%#24 of 107 | 49.36%#23 of 107 |
| Vals AI, reasoning | ||
| GPQA DiamondGraduate-level questions in biology, physics and chemistry that experts answer well and search does not | — | 92.93%#12 of 138 |
| MMLU-ProHarder, reasoning-focused multiple choice across 14 subjects, from law to engineering | 88.28%#20 of 138 | 87.97%#22 of 138 |
| MMMUCollege-level questions that need both an image and text | 86.13%#22 of 93 | 88.15%#11 of 93 |
| Terminal-Bench ScienceExpert-written scientific research workflows, run by an agent in a terminal | — | 1.43%#38 of 42 |
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Questions
Which is better, Muse Spark 1.2 or Kimi K3?
Muse Spark 1.2 rates higher on LMArena’s text leaderboard: 1482 against 1475. Muse Spark 1.2 is cheaper: $1.25 / $4.25 per million input / output tokens, against $0.24 / $11 for Kimi K3. On the 8 Vals AI benchmarks both have taken, Muse Spark 1.2 wins 1 and Kimi K3 wins 7 (Muse Spark 1.2: MMLU-Pro).
Which is cheaper, Muse Spark 1.2 or Kimi K3?
Muse Spark 1.2 is cheaper: $1.25 / $4.25 per million input / output tokens, against $0.24 / $11 for Kimi K3.