RankingReal-SWE
Real-SWE
- Bucket
- Supporting evidence
- Unit
- percent
- Direction
- Higher is better
- Version
- 2026-09
- Display harness
- Real-SWE · Fable 5.1 · Claude Code
- Board
- https://realswe.withspecific.com/
Real-SWE ranks each model with its native harness. These rows are display only. They do not enter the weighted Overall or capability scores.
Compare published benchmark results with category weights →
Models
151–175 of 455 entries
| Model | Score | Evidence | Source-recorded date |
|---|---|---|---|
| GLM-4.6VZ.ai | — | — | — |
| GLM-4.6V-FlashZ.ai | — | — | — |
| GLM-4.6V-FlashXZ.ai | — | — | — |
| GLM-4.7Z.ai | — | — | — |
| GLM-4.7-FlashZ.ai | — | — | — |
| GLM-4.7-FlashXZ.ai | — | — | — |
| glm-4v-9bZ.ai | — | — | — |
| GLM-5Z.ai | — | — | — |
| GLM-5-TurboZ.ai | — | — | — |
| GLM-5.1Z.ai | — | — | — |
| GLM-5.2Z.ai | — | — | — |
| GLM-5.3Z.ai | — | — | — |
| GLM-5.3-FlashZ.ai | — | — | — |
| GLM-5V-TurboZ.ai | — | — | — |
| glm-edge-1.5b-chatZ.ai | — | — | — |
| glm-edge-4b-chatZ.ai | — | — | — |
| glm-edge-v-2bZ.ai | — | — | — |
| glm-edge-v-5bZ.ai | — | — | — |
| GLM-Z1-32B-0414Z.ai | — | — | — |
| GLM-Z1-9B-0414Z.ai | — | — | — |
| GLM-Z1-Rumination-32B-0414Z.ai | — | — | — |
| GPT-3.5-turboOpenAI | — | — | — |
| GPT-3.5-turbo-1106OpenAI | — | — | — |
| GPT-3.5-turbo-instructOpenAI | — | — | — |
| GPT-4OpenAI | — | — | — |
Other harnesses
These runs use other harnesses. Capability scoring matches configurations separately; model details identify which source records contribute.
| Model | Score | Harness | Evidence | Source-recorded date |
|---|---|---|---|---|
| Gemini 3.8 FlashGoogle | 31.2% | Real-SWE · Gemini 3.8 Flash · Gemini CLI | official board | 2026-09-23 |
| GLM-5.3Z.ai | 28.8% | Real-SWE · GLM 5.3 · Claude Code | official board | 2026-09-23 |
| GPT-5.6 SolOpenAI | 16.2% | Real-SWE · GPT-5.6 Sol · Codex CLI | official board | 2026-09-23 |
| GPT-6 AstraOpenAI | 33.8% | Real-SWE · GPT-6 Astra · Codex CLI | official board | 2026-09-23 |
| Grok 4.6xAI | 32.5% | Real-SWE · Grok 4.6 · Grok Build | official board | 2026-09-23 |
| Kimi K3Moonshot | 18.8% | Real-SWE · Kimi K3 · Kimi Code | official board | 2026-09-23 |
| Muse Spark 1.3Meta | 23.8% | Real-SWE · Muse Spark 1.3 · Muse Code | official board | 2026-09-23 |