BlogLLM Benchmark Scores as Published, Side by Side
CWE-bench: Results as Published
Every result the catalog holds for CWE-bench: 10 models from 6 developers, read from 3 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area CybersecurityMaintainer Collinear AIIntroduced 2026Data version 2026103001, as of 2026-10-30
CWE-Bench evaluates coding agents on defensive security work. Each task gives the agent a checkout of a real open-source repository, sometimes with disclosed CVEs reproduced in it, and asks it to audit the code and fix what it finds without being told how many vulnerabilities there are. A fix counts only if the exploit is blocked and the existing tests still pass, with no partial credit, and agents are not asked to write exploits. The page reports 100 held-out tasks in v0 and 120 in v1.
CWE-bench v1
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 SolOpenAI, released 2026-09-22 | 52% | Google, Gemini 4 Carbon: our next frontier modelchecked 2026-10-29 | Harness: Codex |
| GPT-6 AstraOpenAI, released 2026-09-03 | 68% | Google, Gemini 4 Argonchecked 2026-10-29; printed on 2 more pages | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 67% | Google, Gemini 4 Argonchecked 2026-10-29; printed on 2 more pages | - |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 58% | Google, Gemini 4 Argonchecked 2026-10-29; printed on 2 more pages | - |
| Gemini 4 CarbonGoogle, released 2026-10-28 | 71% | Google, Gemini 4 Carbonchecked 2026-10-29; printed on 1 more page | - |
| Gemini 4 ArgonGoogle, released 2026-09-30 | 68% | Google, Gemini 4 Argonchecked 2026-10-29; printed on 2 more pages | - |
| Grok 4.7xAI, released 2026-09-21 | 68% | Google, Gemini 4 Carbon: our next frontier modelchecked 2026-10-29 | Harness: opencode |
| Grok 4.6xAI, released 2026-08-12 | 57% | Google, Gemini 4 Carbon: our next frontier modelchecked 2026-10-29 | Harness: opencode |
| Muse Spark 1.3Meta | 55% | Google, Gemini 4 Carbon: our next frontier modelchecked 2026-10-29 | Harness: opencode |
| DeepSeek-V4.1-FlashDeepSeek, released 2026-09-10 | 55% | Google, Gemini 4 Carbon: our next frontier modelchecked 2026-10-29 | Harness: opencode |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.