Model comparison
Granite 3.1 8b Instruct vs Kimi K2.7 Code
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 32.4 on the Noometry Index.
Last verified . 0 shared benchmarks.
Summary
- The widest gap is in knowledge, where Kimi K2.7 Code leads 53.5 to 31.1.
Side by side
| Granite 3.1 8b Instruct | Kimi K2.7 Code | |
|---|---|---|
| Provider | IBM | Moonshot AI |
| Noometry Index | 32.4 | 43.3 |
| Released | — | 2026-06-12 |
| Weights | Open | Open |
| Context window | — | 262K |
| Max output | — | 262K |
| Input $ / M tokens | — | $0.95 |
| Output $ / M tokens | — | $4 |
| Results tracked | 13 | 19 |
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Category by category
Coding Kimi K2.7 Code leads
Granite 3.1 8b Instruct: 34.5 (#233), Kimi K2.7 Code: 42.9 (#95)
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| DeepSWE | — | 30.5% |
| FrontierCode | — | 30.1% |
| LMArena WebDev | — | 1473 |
| SciCode | — | 47.5% |
| WeirdML | — | 54.1% |
| LMArena Coding | 1186 | — |
| ALE-Bench | — | 886.23 |
Agentic & Tool Use Too close to call
Granite 3.1 8b Instruct: 24.1 (#120), Kimi K2.7 Code: 24.0 (#122)
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| APEX-Agents | — | 37.6% |
| Berkeley Function Calling Leaderboard | 27.1% | — |
| GBAEval | — | 0.9% |
| Vending-Bench 2 | — | 5,083 |
Reasoning Kimi K2.7 Code leads
Granite 3.1 8b Instruct: 22.1 (#207), Kimi K2.7 Code: 39.0 (#61)
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| SimpleBench | — | 57.9% |
| CritPt | — | 10% |
| Chess Puzzles | — | 21% |
| LMArena Hard Prompts | 1145 | — |
| Surface Evolver Bench | — | 48.8% |
| Epoch Capabilities Index | — | 149.97 |
Math Kimi K2.7 Code leads
Granite 3.1 8b Instruct: 33.0 (#209), Kimi K2.7 Code: 52.9 (#48)
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 54% |
| FrontierMath Tier 4 | — | 12.2% |
| OTIS Mock AIME 2024-2025 | — | 95.6% |
| LMArena Math | 1152 | — |
Knowledge Kimi K2.7 Code leads
Granite 3.1 8b Instruct: 31.1 (#220), Kimi K2.7 Code: 53.5 (#57)
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| GPQA Diamond | — | 87.9% |
| SimpleQA Verified | — | 36.5% |
| LMArena Expert | 1142 | — |
Multilingual Not comparable
Granite 3.1 8b Instruct: 30.9 (#260), Kimi K2.7 Code: —
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| LMArena Non-English | 1099 | — |
| LMArena Chinese | 1145 | — |
| LMArena Russian | 1092 | — |
Instruction Following Not comparable
Granite 3.1 8b Instruct: 58.6 (#259), Kimi K2.7 Code: —
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| LMArena Instruction Following | 1131 | — |
Long Context Not comparable
Granite 3.1 8b Instruct: 35.2 (#241), Kimi K2.7 Code: —
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| LMArena Longer Query | 1162 | — |
Writing & Preference Not comparable
Granite 3.1 8b Instruct: 35.5 (#266), Kimi K2.7 Code: —
| Benchmark | Granite 3.1 8b Instruct | Kimi K2.7 Code |
|---|---|---|
| LMArena Text | 1150 | — |
| LMArena Creative Writing | 1129 | — |
| LMArena Multi-Turn | 1108 | — |
Frequently asked questions
Is Granite 3.1 8b Instruct better than Kimi K2.7 Code?
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 32.4 on the Noometry Index.
Is Granite 3.1 8b Instruct or Kimi K2.7 Code better for coding?
Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 34.5 in the Noometry coding category.
How many benchmarks do Granite 3.1 8b Instruct and Kimi K2.7 Code share?
0 benchmarks have published results for both models. Granite 3.1 8b Instruct has 13 scored results on Noometry and Kimi K2.7 Code has 19.