BlogLLM Benchmark Scores as Published, Side by Side
GDP.pdf: Results as Published
Every result the catalog holds for GDP.pdf: 33 models from 12 developers, read from 10 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 Knowledge WorkMaintainer Surge AIIntroduced 2026Data version 2026103001, as of 2026-10-30
GDP.pdf tests whether a multimodal model can answer the questions working professionals ask about a specific PDF, such as a lease, a datasheet or a clinical guideline, with the answer grounded in the document. It has 100 items written by professionals in ten fields; an item was kept only if at least two frontier models failed it in a meaningful way. Each item is tagged against eleven capabilities (text extraction and grounding, table and chart comprehension, cross-referencing, spatial reasoning, abstaining on unsupported queries) and scored against a rubric of atomic criteria. Publishers report the strict task-level pass rate ("all pass rate"), the share of items answered well enough to pass every criterion.
GDP.pdf
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 AstraOpenAI, released 2026-09-03 | 34.2% | Meta, Meta Muse Wonder model cardchecked 2026-10-19; printed on 1 more page | Effort: max |
| GPT-5.6 LunaOpenAI, released 2026-07-09 | 22.7% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15 | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 30.7% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 2 more pages | - |
| GPT-5.6 TerraOpenAI, released 2026-07-09 | 24.7% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 1 more page | - |
| GPT-5.5OpenAI, released 2026-04-23 | 26% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 1 more page | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 30.6% | Meta, Meta Muse Wonder model cardchecked 2026-10-19; printed on 1 more page | Effort: max |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 27.6% | Meta, Meta Muse Wonder model cardchecked 2026-10-19; printed on 1 more page | Effort: max |
| Claude Opus 5Anthropic, released 2026-07-24 | 21.6% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | - |
| Claude Sonnet 5Anthropic, released 2026-06-30 | 28% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
| Claude Fable 5Anthropic, released 2026-06-09 | 29.8% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15 | - |
| Claude Mythos 5Anthropic, released 2026-06-09 | 29.8% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15 | Tools: none |
| Claude Opus 4.8Anthropic, released 2026-05-28 | 22.5% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15; printed on 1 more page | Tools: none |
| Gemini 3.7 FlashGoogle, released 2026-08-13 | 34% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.6 FlashGoogle, released 2026-07-21 | 22% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 16.7% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15; printed on 1 more page | Tools: none |
| Muse WonderMeta, released 2026-10-12 | 30.8% | Meta, Meta Muse Wonder model cardchecked 2026-10-19 | Effort: max |
| Muse Wonder FullMeta, released 2026-10-12 | 33.2% | Meta, Meta Muse Wonder model cardchecked 2026-10-19 | Effort: max |
| Muse Spark 1.2Meta, released 2026-08-05 | 16% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
| DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-17 | 17.2% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: none |
| DeepSeek-V4.1-FlashDeepSeek, released 2026-09-10 | 12.8% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | - |
| DeepSeek-V4-Flash-0731DeepSeek | 10.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 8.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.8-Flash-NextAlibaba | 17.4% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Kimi K3.1 ProMoonshot AI, released 2026-10-23 | 34.6% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: none |
| Kimi K3Moonshot AI, released 2026-07-16 | 22% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | - |
| GLM-5.3-FlashZ.ai, released 2026-08-26 | 15.4% | Mistral AI, Mistral Large 4 (preview)checked 2026-10-15; printed on 1 more page | - |
| GLM-5.3Z.ai, released 2026-08-18 | 11.2% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25; printed on 1 more page | - |
| Mistral Large 4 (preview)Mistral AI, released 2026-10-06 | 18.6% | Mistral AI, Mistral Large 4 (preview)checked 2026-10-15 | - |
| MiniMax-M3.1-FlashMiniMax, released 2026-10-19 | 20.8% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | - |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 6.6% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 8.4% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Inkling-SmallThinking Machines | 8.6% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
GDP.pdf w/ python (mean rubric pass rate)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 AstraOpenAI, released 2026-09-03 | 85.5% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python; Fallback: with fallback |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 83.9% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python; Fallback: with fallback |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 85.1% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 1 more page | Tools: python |
| Claude Opus 5Anthropic, released 2026-07-24 | 85.5% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25 | Tools: python |
| Claude Fable 5Anthropic, released 2026-06-09 | 87.1% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25 | Tools: python |
| DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-17 | 73% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python |
| Kimi K3.1 ProMoonshot AI, released 2026-10-23 | 85.7% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max; Tools: python |
GDP.pdf (all-pass rate)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.6 SolOpenAI, released 2026-07-09 | 40% | Google, Gemini 3.8 Flash model cardchecked 2026-10-15 | - |
| GPT-5.6 TerraOpenAI, released 2026-07-09 | 29% | Google, Gemini 3.8 Flash model cardchecked 2026-10-15 | - |
| Claude Opus 5Anthropic, released 2026-07-24 | 37% | Google, Gemini 3.8 Flash model cardchecked 2026-10-15 | - |
| Claude Sonnet 5Anthropic, released 2026-06-30 | 28% | Google, Gemini 3.8 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.8 FlashGoogle, released 2026-09-02 | 35% | Google, Gemini 3.8 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.7 FlashGoogle, released 2026-08-13 | 34% | Google, Gemini 3.8 Flash model cardchecked 2026-10-15 | - |
GDP.pdf mean criteria pass rate
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Fable 5.1Anthropic, released 2026-09-01 | 85.4% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25 | Tools: none |
| Claude Opus 5Anthropic, released 2026-07-24 | 83.4% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25 | Tools: none |
| Claude Fable 5Anthropic, released 2026-06-09 | 82.7% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25 | Tools: none |
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.