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AA-LCR

Artificial Analysis Long Context Reasoning (AA-LCR).

15 current versions with results · 66 current models · older versions hidden

Higher is better · %. Missing results are not zero. Expand Evidence for source dates, efforts and harness notes.

AA-LCR results for latest model versions
Provider Published / checked Evidence
Nanbeige4.3-33BNanbeigeNanbeige84%2026-10-25
All 1 recorded result & sources

84% · raw 84 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-25

Vendor-run AA-LCR, not directly verified independent AA; revision unpublished. Nanbeige publisher evaluation; highest thinking effort, exact native effort/budgets, run dates, precision and peer checkpoint hashes unpublished. Nanbeige preserve_thinking=true. Recommended chat/agent generation settings are not verified executed benchmark settings.

https://huggingface.co/Nanbeige/Nanbeige4.3-33B/blob/c1093c501cc6460427c0ac634db7223d0450c0ee/README.md
Muse Glimmer 30BMetaMeta81.3%2026-10-25
All 2 recorded results & sources

81.3% · raw 81.3 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-25

Harness: KRAFTON publisher protocol. KRAFTON Raon-1 mini preview card. Publisher-reported evaluation, not directly verified independent AA results. Source says judge and user simulator gpt-5.6-luna for all evaluations. Exact run dates, serving precision, benchmark inference budgets and peer checkpoint hashes unpublished. Card recommends thinking, temperature 1.0/top-p 0.95/top-k 20, but does not explicitly restate these as the executed settings of every benchmark; effort remains unknown. No v1.1 revision or exact context budget is established by this unversioned vendor label. As reported by KRAFTON for this comparison peer; does not override the peer’s own vendor headline.

https://huggingface.co/KRAFTON/Raon-1-mini-preview/blob/45d2e45c19d8f92b3c0c57b96e975b5fb399bd88/README.md

83.3% · raw 83.3 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-25

Vendor-run AA-LCR, not directly verified independent AA; revision unpublished. Nanbeige publisher evaluation; highest thinking effort, exact native effort/budgets, run dates, precision and peer checkpoint hashes unpublished. Nanbeige preserve_thinking=true. Recommended chat/agent generation settings are not verified executed benchmark settings.

https://huggingface.co/Nanbeige/Nanbeige4.3-33B/blob/c1093c501cc6460427c0ac634db7223d0450c0ee/README.md
Qwen3.8 27BAlibaba (Qwen)Alibaba (Qwen)81.3%2026-10-03
All 3 recorded results & sources

81.3% · raw 81.3 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-03

Harness: Aleph Alpha eval-framework/Harbor, released post-trained checkpoint. Kolibri reasoning effort high; peers use vendor-documented sampling. Technical report Tables 27-29 (pp. 96-101). Vendor-run AA-LCR, avg@3; not an independent AA measurement. As reported by Aleph Alpha for Qwen3.8 27B; preserves existing own-vendor headline when present.

https://huggingface.co/Aleph-Alpha/Kolibri-1

80.3% · raw 80.3 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-25

Harness: KRAFTON publisher protocol. KRAFTON Raon-1 mini preview card. Publisher-reported evaluation, not directly verified independent AA results. Source says judge and user simulator gpt-5.6-luna for all evaluations. Exact run dates, serving precision, benchmark inference budgets and peer checkpoint hashes unpublished. Card recommends thinking, temperature 1.0/top-p 0.95/top-k 20, but does not explicitly restate these as the executed settings of every benchmark; effort remains unknown. No v1.1 revision or exact context budget is established by this unversioned vendor label. As reported by KRAFTON for this comparison peer; does not override the peer’s own vendor headline.

https://huggingface.co/KRAFTON/Raon-1-mini-preview/blob/45d2e45c19d8f92b3c0c57b96e975b5fb399bd88/README.md

82% · raw 82 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-25

Vendor-run AA-LCR, not directly verified independent AA; revision unpublished. Nanbeige publisher evaluation; highest thinking effort, exact native effort/budgets, run dates, precision and peer checkpoint hashes unpublished. Nanbeige preserve_thinking=true. Recommended chat/agent generation settings are not verified executed benchmark settings.

https://huggingface.co/Nanbeige/Nanbeige4.3-33B/blob/c1093c501cc6460427c0ac634db7223d0450c0ee/README.md
Sage-A1.5Shanghai AI LaboratoryShanghai AI Laboratory81%2026-10-21
All 1 recorded result & sources

81% · raw 81 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-21

Sage-A1.5 report Table 1. Final released checkpoint. 100 multi-document questions, reference LLM judge, accuracy averaged 3 runs; source version not explicit.

https://arxiv.org/html/2610.28578v1#S3.T1
GLM-5.3Z.aiZ.ai79.7%2026-10-05
All 2 recorded results & sources

79.7% · raw 79.7 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-05

Harness: Reflection launch evaluation; full agent, revision and token-budget settings not published. As reported by Reflection; peer comparison, not an independent evaluator record.

https://reflection.ai/blog/introducing-beam

79.7% · raw 79.7 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-21

Sage-A1.5 report Table 1. As reported by Shanghai AI Laboratory; mixed own-report/best-effort reproduction sources; exact peer effort unreported. 100 multi-document questions, reference LLM judge, accuracy averaged 3 runs; source version not explicit. Non-headline addition 2026-10-21: preserves the existing own-vendor or earlier configured headline; this source remains reachable as distinct vendor evidence.

https://arxiv.org/html/2610.28578v1#S3.T1
Beam 1.0Reflection AIReflection AI78.2%2026-10-17
All 4 recorded results & sources

78.2% · raw 78.2 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned BF16; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

79.4% · raw 79.4 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned FP8; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

78.7% · raw 78.7 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-17

Harness: Reflection final instruction-tuned NVFP4; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately.

https://huggingface.co/reflection/Beam-1.0-501B-A23B

79.3% · raw 79.3 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-10-05

Harness: Reflection launch evaluation; full agent, revision and token-budget settings not published. Beam early-access preview, reported by Reflection. Demoted 2026-10-17: retained preview observation; released BF16 card now supplies the current headline.

https://reflection.ai/blog/introducing-beam
Kimi K3Moonshot AIMoonshot AI74.7%2026-07-16
All 3 recorded results & sources

74.7% · raw 74.7 %

Headline · max effort · Own vendor

Source/record date: 2026-07-16

AA-LCR; Moonshot cites Artificial Analysis as of 2026-07-23 Provenance corrected 2026-10-06: published on Moonshot’s own model card; vendor quotes AA, not a peer-vendor comparison.

https://github.com/MoonshotAI/Kimi-K3

88.7% · raw 88.7 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-05

Harness: Reflection launch evaluation; full agent, revision and token-budget settings not published. As reported by Reflection; peer comparison, not an independent evaluator record.

https://reflection.ai/blog/introducing-beam

88.7% · raw 88.7 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-21

Sage-A1.5 report Table 1. As reported by Shanghai AI Laboratory; mixed own-report/best-effort reproduction sources; exact peer effort unreported. 100 multi-document questions, reference LLM judge, accuracy averaged 3 runs; source version not explicit. Non-headline addition 2026-10-21: preserves the existing own-vendor or earlier configured headline; this source remains reachable as distinct vendor evidence.

https://arxiv.org/html/2610.28578v1#S3.T1
Clover-35B-A3B-PreviewDiffuSpaceDiffuSpace72%2026-10-28
All 1 recorded result & sources

72% · raw 72 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-28

From the DiffuSpace launch blog general-benchmarks.jpg table (same values as the agentic-benchmarks.jpg chart and the 28 October X post): "AA-LCR". Vendor EvalScope run, not an Artificial Analysis harness observation; revision not stated. EvalScope; DiffuSpace reproduced every baseline under the same settings with each model's recommended decoding. Thinking mode; effort label not published.

https://diffuspace.ai/blog/clover-35b/
Gemma 4 31BGoogleGoogle72%2026-10-25
All 1 recorded result & sources

72% · raw 72 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-25

Vendor-run AA-LCR, not directly verified independent AA; revision unpublished. Nanbeige publisher evaluation; highest thinking effort, exact native effort/budgets, run dates, precision and peer checkpoint hashes unpublished. Nanbeige preserve_thinking=true. Recommended chat/agent generation settings are not verified executed benchmark settings.

https://huggingface.co/Nanbeige/Nanbeige4.3-33B/blob/c1093c501cc6460427c0ac634db7223d0450c0ee/README.md
GLM-5.3-FlashZ.aiZ.ai71%2026-10-14
All 1 recorded result & sources

71% · raw 71 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-14

As reported by NVIDIA in the BF16 baseline row, explicitly linked to official zai-org/GLM-5.3-Flash-BF16, the same Z.ai post-trained model in a published BF16 precision variant. This is the baseline, not NVIDIA NVFP4 quantized scores. Published raw 0–1 value 0.71 converted to 71.0%. Harness: NVIDIA baseline evaluation; temperature=1.0, top_p=0.95; max_new_tokens=327,680. Exact evaluated-model effort, task sampling, grader, scaffold revision and run date are unpublished. Own-vendor headline wins when present. AA-named suites remain vendor/peer-harness evidence, separate from independent AA entries. Source checked 14 October 2026.

https://huggingface.co/nvidia/GLM-5.3-Flash-NVFP4
Solar Pro 4UpstageUpstage71%2026-08-11
All 2 recorded results & sources

71% · raw 71 %

Headline · unknown effort · Own vendor

Source/record date: 2026-08-11

Harness: Upstage vendor-cited Artificial Analysis August 2026 observation, not direct current AA data. The chart labels these internally measured while prose cites AA; provenance disagreement is retained and not resolved by guessing. Exact approved Solar Pro 4; Solar Open 2 is a separate, unapproved comparison peer. Checked 16 October 2026.

https://www.upstage.ai/blog/en/solar-pro-4

71% · raw 71 %

Alternative · unknown effort · Own vendor

Source/record date: 2026-08-20

Later vendor press release repeats August AA-LCR observation; retained as a source alternative to launch article.

https://www.upstage.ai/news/upstage-ai-unveils-solar-pro-4-scoring-42-on-artificial-analysis-index-to-rank
Kolibri-1Aleph AlphaAleph Alpha68.3%2026-10-03
All 1 recorded result & sources

68.3% · raw 68.3 %

Headline · high effort · Own vendor

Source/record date: 2026-10-03

Harness: Aleph Alpha eval-framework/Harbor, released post-trained checkpoint. Kolibri reasoning effort high; peers use vendor-documented sampling. Technical report Tables 27-29 (pp. 96-101). Vendor-run AA-LCR, avg@3; not an independent AA measurement.

https://huggingface.co/Aleph-Alpha/Kolibri-1
Raon-1 mini previewKRAFTON AIKRAFTON AI67.3%2026-10-25
All 1 recorded result & sources

67.3% · raw 67.3 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-25

Harness: KRAFTON publisher protocol. KRAFTON Raon-1 mini preview card. Publisher-reported evaluation, not directly verified independent AA results. Source says judge and user simulator gpt-5.6-luna for all evaluations. Exact run dates, serving precision, benchmark inference budgets and peer checkpoint hashes unpublished. Card recommends thinking, temperature 1.0/top-p 0.95/top-k 20, but does not explicitly restate these as the executed settings of every benchmark; effort remains unknown. No v1.1 revision or exact context budget is established by this unversioned vendor label.

https://huggingface.co/KRAFTON/Raon-1-mini-preview/blob/45d2e45c19d8f92b3c0c57b96e975b5fb399bd88/README.md
Gemma 4 26B-A4BGoogleGoogle57.6%2026-10-19
All 2 recorded results & sources

57.6% · raw 57.56 %

Headline · unknown effort · Peer vendor

Source/record date: 2026-10-19

Harness: NVIDIA same-suite vendor comparison of exact Gemma4 26B-A4B-it (confirmed figure label). As reported by NVIDIA; effort and inference precision unpublished for the peer.

https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16/blob/a9904d24bcc1d289a1950fa9d2b978c47cf903b9/README.md

67% · raw 67 %

Alternative · unknown effort · Peer vendor

Source/record date: 2026-10-25

Harness: KRAFTON publisher protocol. KRAFTON Raon-1 mini preview card. Publisher-reported evaluation, not directly verified independent AA results. Source says judge and user simulator gpt-5.6-luna for all evaluations. Exact run dates, serving precision, benchmark inference budgets and peer checkpoint hashes unpublished. Card recommends thinking, temperature 1.0/top-p 0.95/top-k 20, but does not explicitly restate these as the executed settings of every benchmark; effort remains unknown. No v1.1 revision or exact context budget is established by this unversioned vendor label. As reported by KRAFTON for this comparison peer; does not override the peer’s own vendor headline.

https://huggingface.co/KRAFTON/Raon-1-mini-preview/blob/45d2e45c19d8f92b3c0c57b96e975b5fb399bd88/README.md
Nemotron 3.5 Lightning 30B-A3BNVIDIANVIDIA52%2026-10-19
All 1 recorded result & sources

52% · raw 52 %

Headline · unknown effort · Own vendor

Source/record date: 2026-10-19

Harness: NVIDIA release NeMo Gym/Evaluator; BF16 reference weights. AA-LCR. Source comparison metrics are vendor-run, not independent AA. Thinking enabled without an API effort label; benchmark-specific sampling/repeats are in the official recipes.

https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16/blob/a9904d24bcc1d289a1950fa9d2b978c47cf903b9/README.md
Agens Volundr 32B v1BlockwayBlockway——No recorded result
Claude Fable 5.1AnthropicAnthropic——No recorded result
Claude Haiku 5.5AnthropicAnthropic——No recorded result
Claude Opus 5.5AnthropicAnthropic——No recorded result
Claude Sonnet 5.5AnthropicAnthropic——No recorded result
DeepSeek V4.1 Flash 1017Latest versionDeepSeekDeepSeek——No recorded result
Fern 0.1MirendilMirendil——No recorded result
Gemini 3.8 FlashGoogleGoogle——No recorded result
Gemini 4 ArgonGoogleGoogle——No recorded result
Gemma 4 12B UnifiedGoogleGoogle——No recorded result
Gemma 4 E2BGoogleGoogle——No recorded result
Gemma 4 E4BGoogleGoogle——No recorded result
GoTo-AI-Gemma-3-27B-ITGoTo / AI SingaporeGoTo / AI Singapore——No recorded result
GPT-5.6 TerraOpenAIOpenAI——No recorded result
GPT-6 AstraOpenAIOpenAI——No recorded result
GPT-6 LunaOpenAIOpenAI——No recorded result
GPT-6.1 SolOpenAIOpenAI——No recorded result
GPT-6.1 TerraOpenAIOpenAI——No recorded result
Grok 4.7xAIxAI——No recorded result
Hy-Memory-30B-A3BTencent HunyuanTencent Hunyuan——No recorded result
Hy4 previewTencentTencent——No recorded result
Jais 3 32BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 375B-A23BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 MoVA 36B-A4BIFM / Inception42IFM / Inception42——No recorded result
Kimi K3.1 ProMoonshot AIMoonshot AI——No recorded result
LBS-27BInclusionAIInclusionAI——No recorded result
LFM2.5-24B-A2BLiquid AILiquid AI——No recorded result
Ling 3.0 Flash VLinclusionAIinclusionAI——No recorded result
Ling 3.1 Flash 1019Latest versioninclusionAIinclusionAI——No recorded result
Mercury 3Latest versionInceptionInception——No recorded result
MiMo-V2.6-Distill-Qwen-9BXiaomiXiaomi——No recorded result
MiMo-V2.6-FlashXiaomiXiaomi——No recorded result
MiMo-V2.6-ProXiaomiXiaomi——No recorded result
MiniCPM-V 4.7 35B-A3BOpenBMBOpenBMB——No recorded result
MiniMax M3.1 FlashMiniMaxMiniMax——No recorded result
Mistral Large 4Mistral AIMistral AI——No recorded result
Muse Spark 1.3MetaMeta——No recorded result
Muse Spark OpenMetaMeta——No recorded result
Muse WonderMetaMeta——No recorded result
Muse Wonder FullMetaMeta——No recorded result
Naive-N0.5-FlashNaiveAINaiveAI——No recorded result
Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIANVIDIA——No recorded result
Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIANVIDIA——No recorded result
Nex-N2.5-ProNex AGINex AGI——No recorded result
Ornith 1.5 122BOrnithOrnith——No recorded result
Pareto 26.10 PreviewUnbiasedUnbiased——No recorded result
Qwen3.8 FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Max (0902)Alibaba (Qwen)Alibaba (Qwen)——No recorded result
Qwen3.8 Omni FlashAlibaba (Qwen)Alibaba (Qwen)——No recorded result
Recursive FlintRecursiveRecursive——No recorded result
Step 5 PreviewStepFunStepFun——No recorded result

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