BlogLLM Benchmark Scores as Published, Side by Side

SEC-Bench Pro: Results as Published

Every result the catalog holds for SEC-Bench Pro: 17 models from 4 developers, read from 9 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 Hwiwon Lee, Jiawei Liu, Dongjun Kim, Wubing Xia, Ziqi Zhang, Chunqiu Steven Xia and Lingming ZhangIntroduced 2026Data version 2026103001, as of 2026-10-30

SEC-bench Pro tests whether AI coding agents can find real, previously disclosed security bugs in large, critical software, mainly the V8 and SpiderMonkey JavaScript engines. It contains 183 validated cases, each packaged in a container with a fixed version and a checkable crash result. The agents work without hints such as sanitizer output that names the vulnerable function, and the authors use an LLM judge to grade results.

SEC-Bench Pro

ModelValuePrinted bySetup as printed
GPT-6.1 TerraOpenAI, released 2026-10-2683.33%OpenAI, GPT-6.1 Terra system card addendumchecked 2026-10-26; printed on 1 more page-
GPT-6.1 SolOpenAI, released 2026-09-2978.8%OpenAI, GPT-6.1 Sol system card addendumchecked 2026-10-19; printed on 1 more page-
GPT-6 LunaOpenAI, released 2026-09-2248.5%OpenAI, GPT-6 Sol and GPT-6 Luna: October 2026 updatechecked 2026-10-19-
GPT-6 SolOpenAI, released 2026-09-2268.85%OpenAI, GPT-6 Sol and GPT-6 Luna: October 2026 updatechecked 2026-10-19; printed on 1 more page-
GPT-6 AstraOpenAI, released 2026-09-0385.4%OpenAI, GPT-6 Astrachecked 2026-10-14; printed on 4 more pages-
GPT-5.6 LunaOpenAI, released 2026-07-0948.9%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.6 SolOpenAI, released 2026-07-0971.2%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 4 more pages-
74.3%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15Effort: ultra
GPT-5.6 TerraOpenAI, released 2026-07-0957.7%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.5OpenAI, released 2026-04-2345.8%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
Gemini 4 CarbonGoogle, released 2026-10-2888.2%Google, Gemini 4 Carbonchecked 2026-10-29; printed on 1 more pageHarness: Antigravity
Gemini 4 ArgonGoogle, released 2026-09-3083.4%Google, Gemini 4 Carbonchecked 2026-10-29; printed on 1 more pageHarness: Antigravity
DeepSeek-V4.1-FlashDeepSeek, released 2026-09-1062.8%DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: Claude Code
DeepSeek-V4-Flash-0731DeepSeek30.9%DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15Effort: max
DeepSeek-V4-Pro-0813DeepSeek56.4%DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15Effort: max
MiMo-V2.6-FlashXiaomi, released 2026-09-2147.5%Xiaomi, Xiaomi MiMo-V2.6-Pro-RL model cardchecked 2026-10-19-
MiMo-V2.6-ProXiaomi, released 2026-09-2166.3%Xiaomi, Xiaomi MiMo-V2.6-Pro-RL model cardchecked 2026-10-19; printed on 1 more page-
MiMo-V2.5-ProXiaomi, released 2026-04-2717.7%Xiaomi, Xiaomi MiMo-V2.6-Pro-RL model cardchecked 2026-10-19-

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.