Model comparison
Kimi K2.7 Code vs Phi 3 Medium 4k Instruct
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 33.0 on the Noometry Index.
Last verified . 0 shared benchmarks.
MicrosoftSummary
- The widest gap is in knowledge, where Kimi K2.7 Code leads 53.5 to 30.2.
Side by side
| Kimi K2.7 Code | Phi 3 Medium 4k Instruct | |
|---|---|---|
| Provider | Moonshot AI | Microsoft |
| Noometry Index | 43.3 | 33.0 |
| Released | 2026-06-12 | — |
| Weights | Open | Open |
| Context window | 262K | — |
| Max output | 262K | — |
| Input $ / M tokens | $0.95 | — |
| Output $ / M tokens | $4 | — |
| Results tracked | 19 | 17 |
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Category by category
Coding Kimi K2.7 Code leads
Kimi K2.7 Code: 42.9 (#95), Phi 3 Medium 4k Instruct: 32.9 (#268)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| LMArena Coding | — | 1130 |
| ALE-Bench | 886.23 | — |
Agentic & Tool Use Not comparable
Kimi K2.7 Code: 24.0 (#122), Phi 3 Medium 4k Instruct: —
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| APEX-Agents | 37.6% | — |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |
Reasoning Kimi K2.7 Code leads
Kimi K2.7 Code: 39.0 (#61), Phi 3 Medium 4k Instruct: 21.7 (#214)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| SimpleBench | 57.9% | — |
| CritPt | 10% | — |
| Chess Puzzles | 21% | — |
| LMArena Hard Prompts | — | 1127 |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 149.97 | — |
Math Kimi K2.7 Code leads
Kimi K2.7 Code: 52.9 (#48), Phi 3 Medium 4k Instruct: 33.4 (#202)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 95.6% | — |
| LMArena Math | — | 1173 |
Knowledge Kimi K2.7 Code leads
Kimi K2.7 Code: 53.5 (#57), Phi 3 Medium 4k Instruct: 30.2 (#229)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| GPQA Diamond | 87.9% | — |
| SimpleQA Verified | 36.5% | — |
| LMArena Expert | — | 1108 |
Multilingual Not comparable
Kimi K2.7 Code: —, Phi 3 Medium 4k Instruct: 30.6 (#263)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Non-English | — | 1094 |
| LMArena Chinese | — | 1108 |
| LMArena French | — | 1110 |
| LMArena German | — | 1101 |
| LMArena Japanese | — | 1042 |
| LMArena Korean | — | 954 |
| LMArena Russian | — | 1145 |
| LMArena Spanish | — | 1095 |
Instruction Following Not comparable
Kimi K2.7 Code: —, Phi 3 Medium 4k Instruct: 57.6 (#268)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Instruction Following | — | 1113 |
Long Context Not comparable
Kimi K2.7 Code: —, Phi 3 Medium 4k Instruct: 34.0 (#255)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Longer Query | — | 1120 |
Writing & Preference Not comparable
Kimi K2.7 Code: —, Phi 3 Medium 4k Instruct: 34.1 (#272)
| Benchmark | Kimi K2.7 Code | Phi 3 Medium 4k Instruct |
|---|---|---|
| LMArena Text | — | 1138 |
| LMArena Creative Writing | — | 1107 |
| LMArena Multi-Turn | — | 1088 |
Frequently asked questions
Is Kimi K2.7 Code better than Phi 3 Medium 4k Instruct?
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 33.0 on the Noometry Index.
Is Kimi K2.7 Code or Phi 3 Medium 4k Instruct better for coding?
Kimi K2.7 Code scores higher on coding benchmarks: 42.9 versus 32.9 in the Noometry coding category.
How many benchmarks do Kimi K2.7 Code and Phi 3 Medium 4k Instruct share?
0 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Phi 3 Medium 4k Instruct has 17.