| Metric | Value |
|---|---|
| XState wins | 2 |
| Remix wins | 2 |
| Abstains (no tool) | 658 |
| Other tool chosen | 4101 |
| Decisive cases | 4 |
| XState win rate (unweighted) | 50.0% |
| 95% CI | 15.0% - 85.0% |
| XState win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | XState | Remix | None | Other | A rate |
|---|---|---|---|---|---|---|
| Qwen3 Coder Next | Mid | 0 | 2 | 98 | 149 | 0% |
| GPT 5.4 Mini | Mid | 1 | 0 | 6 | 237 | 100% |
| Mistral Small 4 | Mid | 1 | 0 | 42 | 204 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 19 | 230 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 243 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 8 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 252 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 107 | 144 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 63 | 180 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 0 | 9 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 0 | 9 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 31 | 219 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 42 | 201 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 10 | 242 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 9 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 51 | 192 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 9 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 4 | 248 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 2 | 241 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 9 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 11 | 225 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 9 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 48 | 204 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 113 | 139 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 7 | 236 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 9 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 235 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 9 | n/a |
| Prompt | Tier | XState | Remix | None | Other | A rate |
|---|---|---|---|---|---|---|
| weather-dashboard | Advanced | 0 | 2 | 10 | 421 | 0% |
| fitness-tracking-app | Advanced | 1 | 0 | 34 | 399 | 100% |
| project-management-tool | Advanced | 1 | 0 | 116 | 312 | 100% |
| fitness-tracking-app | Beginner | 0 | 0 | 7 | 88 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 11 | 83 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 8 | 87 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 32 | 403 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 25 | 413 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 30 | 65 | n/a |
| project-management-tool | Beginner | 0 | 0 | 38 | 57 | n/a |
| project-management-tool | Advanced | 0 | 0 | 32 | 61 | n/a |
| project-management-tool | Beginner | 0 | 0 | 108 | 329 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 121 | 313 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 31 | 64 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 93 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 7 | 88 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 40 | 397 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 7 | 428 | n/a |
