Model comparison
Kimi K2.7 Code vs Qwen3-4B
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 31.9 on the Noometry Index.
Last verified . 3 shared benchmarks.
Alibaba (Qwen)Summary
- They share 3 benchmarks with published results for both. Kimi K2.7 Code scores higher in 3 categories and Qwen3-4B in 1 category; 4 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K2.7 Code leads 52.9 to 29.7.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 95.6% for Kimi K2.7 Code and 52.2% for Qwen3-4B.
Side by side
| Kimi K2.7 Code | Qwen3-4B | |
|---|---|---|
| Provider | Moonshot AI | Alibaba (Qwen) |
| Noometry Index | 43.3 | 31.9 |
| Released | 2026-06-12 | 2025-04-29 |
| Weights | Open | Open |
| Context window | 262K | — |
| Max output | 262K | — |
| Input $ / M tokens | $0.95 | — |
| Output $ / M tokens | $4 | — |
| Results tracked | 19 | 6 |
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Category by category
Coding Not comparable
Kimi K2.7 Code: 42.9 (#95), Qwen3-4B: —
| Benchmark | Kimi K2.7 Code | Qwen3-4B |
|---|---|---|
| DeepSWE | 30.5% | — |
| FrontierCode | 30.1% | — |
| LMArena WebDev | 1473 | — |
| SciCode | 47.5% | — |
| WeirdML | 54.1% | — |
| ALE-Bench | 886.23 | — |
Agentic & Tool Use Qwen3-4B leads
Kimi K2.7 Code: 24.0 (#122), Qwen3-4B: 27.6 (#100)
| Benchmark | Kimi K2.7 Code | Qwen3-4B |
|---|---|---|
| APEX-Agents | 37.6% | — |
| Berkeley Function Calling Leaderboard | — | 35.7% |
| GBAEval | 0.9% | — |
| Vending-Bench 2 | 5,083 | — |
Reasoning Kimi K2.7 Code leads
Kimi K2.7 Code: 39.0 (#61), Qwen3-4B: 19.2 (#268)
| Benchmark | Kimi K2.7 Code | Qwen3-4B |
|---|---|---|
| Chess Puzzles | 21% | 4% |
| SimpleBench | 57.9% | — |
| CritPt | 10% | — |
| Surface Evolver Bench | 48.8% | — |
| Epoch Capabilities Index | 149.97 | — |
Math Kimi K2.7 Code leads
Kimi K2.7 Code: 52.9 (#48), Qwen3-4B: 29.7 (#240)
| Benchmark | Kimi K2.7 Code | Qwen3-4B |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 95.6% | 52.2% |
| FrontierMath (Tiers 1-3) | 54% | — |
| FrontierMath Tier 4 | 12.2% | — |
| MathArena Final-Answer Competitions | — | 38.5% |
Knowledge Kimi K2.7 Code leads
Kimi K2.7 Code: 53.5 (#57), Qwen3-4B: 33.0 (#208)
| Benchmark | Kimi K2.7 Code | Qwen3-4B |
|---|---|---|
| GPQA Diamond | 87.9% | 52.3% |
| SimpleQA Verified | 36.5% | — |
| Vectara Hallucination Rate | — | 5.7% |
Frequently asked questions
Is Kimi K2.7 Code better than Qwen3-4B?
Kimi K2.7 Code is the stronger model overall, scoring 43.3 to 31.9 on the Noometry Index.
How many benchmarks do Kimi K2.7 Code and Qwen3-4B share?
3 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Qwen3-4B has 6.