BlogLLM Benchmark Scores as Published, Side by Side

PostTrainBench: Results as Published

Every result the catalog holds for PostTrainBench: 23 models from 7 developers, read from 8 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 ML EngineeringMaintainer AISA GroupIntroduced 2026Data version 2026103001, as of 2026-10-30

PostTrainBench tests whether an AI agent can do post-training, the stage that turns a raw language model into a useful assistant. Each agent gets a small base model, one GPU and a 10-hour budget, and is free to pick data and methods to improve it on a target test. Scores compare the agent-trained model with the official instruction-tuned version, and the authors also track cheating such as training on test data.

PostTrainBench v1.1

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-0344.3%Google, Gemini 4 Argonchecked 2026-10-29-
GPT-5.6 SolOpenAI, released 2026-07-0936.2%MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 2 more pagesDataset revision: v1.1
GPT-5.5OpenAI, released 2026-04-2328.4%Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 1 more pageEffort: xhigh
Claude Opus 5.5Anthropic, released 2026-09-2249.3%Google, Gemini 4 Argonchecked 2026-10-29-
Claude Fable 5.1Anthropic, released 2026-09-0140.2%Google, Gemini 4 Argonchecked 2026-10-29-
Claude Opus 5Anthropic, released 2026-07-2440.4%MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25Dataset revision: v1.1
Claude Fable 5Anthropic, released 2026-06-0941.4%Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: Claude Code; Fallback: w/ fallback
Claude Opus 4.8Anthropic, released 2026-05-2834.1%Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 2 more pagesEffort: max
Gemini 4 ArgonGoogle, released 2026-09-3045.3%Google, Gemini 4 Argonchecked 2026-10-29-
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1921.6%Z.ai, GLM-5.2 model cardchecked 2026-10-15Context: 1000000
DeepSeek-V4.1-FlashDeepSeek, released 2026-09-1030.5%MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25Dataset revision: v1.1
Kimi K3Moonshot AI, released 2026-07-1636.6%Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 2 more pagesEffort: max; Harness: Claude Code
GLM-5.3Z.ai, released 2026-08-1839.8%Z.ai, GLM-5.3 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: Claude Code 2.1.207; Context: 1000000
GLM-5.2Z.ai, released 2026-06-1634.3%Z.ai, GLM-5.2 model cardchecked 2026-10-15; printed on 2 more pagesContext: 1000000
GLM-5.1Z.ai, released 2026-04-0720.1%Z.ai, GLM-5.2 model cardchecked 2026-10-15Context: 1000000
MiniMax-M3.1-FlashMiniMax, released 2026-10-1939.3%MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25Harness: Claude Code 2.1.251; Dataset revision: v1.1

PostTrainBench v1.2

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-0341.9%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Dataset revision: v1.2; Fallback: with fallback
Claude Opus 5.5Anthropic, released 2026-09-2243.8%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Dataset revision: v1.2; Fallback: with fallback
Claude Fable 5.1Anthropic, released 2026-09-0144.6%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Dataset revision: v1.2; Fallback: with fallback
DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-1730.5%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Harness: Claude Code; Dataset revision: v1.2
Kimi K3.1 ProMoonshot AI, released 2026-10-2336.5%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Harness: Claude Code; Dataset revision: v1.2
GLM-5.3Z.ai, released 2026-08-1834.5%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Dataset revision: v1.2

PostTrainBench (version not stated)

ModelValuePrinted bySetup as printed
GPT-5.5OpenAI, released 2026-04-2339.3%MiniMax, MiniMax M3checked 2026-10-15Harness: Claude Code
Claude Opus 4.7Anthropic, released 2026-04-1642.4%MiniMax, MiniMax M3checked 2026-10-15Harness: Claude Code
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1915.2%MiniMax, MiniMax M3checked 2026-10-15Harness: Claude Code
MiniMax M3MiniMax, released 2026-06-0137.1%MiniMax, MiniMax M3checked 2026-10-15Harness: Claude Code
MiniMax M2.7MiniMax, released 2026-03-1813.1%MiniMax, MiniMax M3checked 2026-10-15Harness: Claude Code

PostTrainBench Lite

ModelValuePrinted bySetup as printed
GPT-5.6 LunaOpenAI, released 2026-07-0929.6%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.6 SolOpenAI, released 2026-07-0950.3%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.6 TerraOpenAI, released 2026-07-0951.5%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.5OpenAI, released 2026-04-2338.8%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-

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.