BlogLLM Benchmark Scores as Published, Side by Side

AA-LCR: Results as Published

Every result the catalog holds for AA-LCR: 51 models from 11 developers, read from 11 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 Long ContextMaintainer Artificial AnalysisIntroduced 2025Data version 2026103001, as of 2026-10-30

AA-LCR tests whether a model can reason across several long documents at once, rather than retrieve a single passage. The benchmark has 100 human-crafted questions, each tied to a document set averaging about 100,000 tokens (cl100k_base tokenizer), and each answer has to be inferred by combining information from several documents. Undergraduate students wrote the questions, and every question was answered correctly by at least one human tester. The published metric is accuracy, shown as a percentage on the Artificial Analysis leaderboard.

AA-LCR

ModelValuePrinted bySetup as printed
GPT-5.6 LunaOpenAI, released 2026-07-0978.3%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15Effort: max
GPT-5.6 SolOpenAI, released 2026-07-0973.7%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max
GPT-5.6 TerraOpenAI, released 2026-07-0973.3%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15Effort: high
GPT-5.5OpenAI, released 2026-04-2374.3%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: xhigh
GPT-5.2OpenAI, released 2025-12-1172.7%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page-
GPT-5 miniOpenAI, released 2025-08-0768%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
gpt-oss-120bOpenAI, released 2025-08-0550.7%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
gpt-oss-20bOpenAI, released 2025-08-0532.88%NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19; printed on 1 more page-
Claude Sonnet 5Anthropic, released 2026-06-3077%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15Effort: max
Claude Fable 5Anthropic, released 2026-06-0970%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max; Fallback: w/ fallback
Claude Opus 4.8Anthropic, released 2026-05-2867.7%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max
Claude Opus 4.6Anthropic, released 2026-02-0571%MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15-
Claude Opus 4.5Anthropic, released 2025-11-2474%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page-
Claude Sonnet 4.5Anthropic, released 2025-09-2966%MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15-
Gemma 4 26B A4BGoogle, released 2026-04-0257.56%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19; printed on 1 more page-
Gemini 3 ProGoogle, released 2025-11-1870.7%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page-
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2462.7%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2467.3%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Flash-0731DeepSeek79.7%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Qwen3.6-35B-A3BAlibaba, released 2026-04-1661.06%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19; printed on 1 more page-
Qwen3.5-122B-A10BAlibaba, released 2026-02-2466.9%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
Qwen3.5-27BAlibaba, released 2026-02-2466.1%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Qwen3.5-35B-A3BAlibaba, released 2026-02-2458.5%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Qwen3.5-397B-A17BAlibaba, released 2026-02-1668.7%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page-
Qwen3-30B-A3B-Thinking-2507Alibaba, released 2025-07-3059%NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15Effort: thinking
Qwen3-235B-A22BAlibaba, released 2025-04-2960%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Qwen3-Max-ThinkingAlibaba68.7%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15-
Qwen3.8-Flash-NextAlibaba78.4%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Kimi K3Moonshot AI, released 2026-07-1674.7%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max
Kimi K2.6Moonshot AI, released 2026-04-2070.2%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Kimi K2.5Moonshot AI, released 2026-01-2770%Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15-
GLM-5.3-FlashZ.ai, released 2026-08-2679.5%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
GLM-5.2Z.ai, released 2026-06-1676.7%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15; printed on 1 more pageEffort: max
GLM-5.1Z.ai, released 2026-04-0766.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Mistral Small 4Mistral AI, released 2026-03-1671.2%Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: high
Magistral Medium 1.2Mistral AI, released 2025-09-1773%Mistral AI, Mistral Small 4 model cardchecked 2026-10-15-
Magistral Small 1.2Mistral AI, released 2025-09-1727%Mistral AI, Mistral Small 4 model cardchecked 2026-10-15-
MiniMax M3MiniMax, released 2026-06-0180.3%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15-
MiniMax M2.7MiniMax, released 2026-03-1869.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
MiniMax M2.5MiniMax, released 2026-02-1269.5%MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15-
MiniMax M2.1MiniMax, released 2025-12-2062%MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15-
Nemotron 3.5 Bolt 74B-A9BNVIDIA, released 2026-10-1567.38%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19Model as printed: Nemotron 3.5 Bolt 74B-A9B (BF16)
64.06%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19Model as printed: Nemotron 3.5 Bolt 74B-A9B-24GB (IQ2)
Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-1568.62%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Nemotron 3.5 Lightning 30B-A3BNVIDIA, released 2026-08-1149.19%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19; printed on 1 more page-
Nemotron 3 UltraNVIDIA, released 2026-06-0475.2%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19; printed on 2 more pages-
Nemotron 3 SuperNVIDIA, released 2026-03-1158.44%NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19-
Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-1532.75%NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19; printed on 1 more page-
InklingThinking Machines, released 2026-07-1473.3%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15Effort: xhigh
Inkling-SmallThinking Machines77.3%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-

LCR (Mistral custom implementation of AA LCR)

ModelValuePrinted bySetup as printed
gpt-oss-120bOpenAI, released 2025-08-0540Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: instruct; Harness: Score vs. Output Length chart (Mistral comparison run)
51Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run)
Claude Haiku 4.5Anthropic, released 2025-10-1564Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: instruct; Harness: Score vs. Output Length chart (Mistral comparison run)
80Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run)
Qwen3.5-122B-A10BAlibaba, released 2026-02-2484Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run)
Qwen3-Next-80B-A3BAlibaba, released 2025-09-1175Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run)
62Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: instruct; Harness: Score vs. Output Length chart (Mistral comparison run)
Mistral Small 4Mistral AI, released 2026-03-1644Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: none; Harness: Score vs. Output Length chart (Mistral comparison run)
72Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: high; Harness: Score vs. Output Length chart (Mistral comparison run)

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.