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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.
| Provider | Published / checked | Evidence | ||
|---|---|---|---|---|
| DeepSeek V4.1 FlashOlder versionView latest →DeepSeek | DeepSeek | 84% | 2026-10-05 | All 1 recorded result & sources84% · raw 84 % 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 |
| Nanbeige4.3-33BNanbeige | Nanbeige | 84% | 2026-10-25 | All 1 recorded result & sources84% · 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effort · Own vendor Source/record date: 2026-10-25 Vendor-run AA-LCR, not directly verified independent AA; revision unpublished.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evaluation; highest thinking effort, exact native effort/budgets, run dates, precision and peer checkpoint hashes unpublished.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 30BMeta | Meta | 81.3% | 2026-10-25 | All 2 recorded results & sources81.3% · 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 Exact run dates, serving precision, benchmark inference budgets and peer checkpoint hashes unpublished.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.md83.3% · 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 & sources81.3% · 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-180.3% · 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.md82% · 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 Laboratory | Shanghai AI Laboratory | 81% | 2026-10-21 | All 1 recorded result & sources81% · 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.ai | Z.ai | 79.7% | 2026-10-05 | All 2 recorded results & sources79.7% · 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-beam79.7% · 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 AI | Reflection AI | 78.2% | 2026-10-17 | All 4 recorded results & sources78.2% · 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-A23B79.4% · 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-A23B78.7% · 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-A23B79.3% · 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 AI | Moonshot AI | 74.7% | 2026-07-16 | All 3 recorded results & sources74.7% · 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-K388.7% · 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-beam88.7% · 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-PreviewDiffuSpace | DiffuSpace | 72% | 2026-10-28 | All 1 recorded result & sources72% · 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 31BGoogle | 72% | 2026-10-25 | All 1 recorded result & sources72% · 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.ai | Z.ai | 71% | 2026-10-14 | All 1 recorded result & sources71% · 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 4Upstage | Upstage | 71% | 2026-08-11 | All 2 recorded results & sources71% · 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-471% · 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 Alpha | Aleph Alpha | 68.3% | 2026-10-03 | All 1 recorded result & sources68.3% · 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 |
| Mercury 2.5Older versionView latest →Inception | Inception | 68% | 2026-09-08 | All 2 recorded results & sources68% · raw 68 % Headline · unknown effort · Own vendor Source/record date: 2026-09-08 from chart/figure on Inception Mercury 2.5 release post (alt: Mercury 2.5 vs Mercury 2.0) https://www.inceptionlabs.ai/blog/introducing-mercury-2-570% · raw 70 % Alternative · medium effort · Peer vendor Source/record date: 2026-10-28 Harness: DiffuSpace reproduction for this peer, 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. Mercury 2.5 Thinking Medium per the table note. https://diffuspace.ai/blog/clover-35b/ |
| Raon-1 mini previewKRAFTON AI | KRAFTON AI | 67.3% | 2026-10-25 | All 1 recorded result & sources67.3% · 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-A4BGoogle | 57.6% | 2026-10-19 | All 2 recorded results & sources57.6% · 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.md67% · 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-A3BNVIDIA | NVIDIA | 52% | 2026-10-19 | All 1 recorded result & sources52% · 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 v1Blockway | Blockway | — | — | No recorded result |
| Claude Fable 5.1Anthropic | Anthropic | — | — | No recorded result |
| Claude Haiku 5.5Anthropic | Anthropic | — | — | No recorded result |
| Claude Opus 5.5Anthropic | Anthropic | — | — | No recorded result |
| Claude Sonnet 5.5Anthropic | Anthropic | — | — | No recorded result |
| DeepSeek V4.1 Flash 1017Latest versionDeepSeek | DeepSeek | — | — | No recorded result |
| Fern 0.1Mirendil | Mirendil | — | — | No recorded result |
| Gemini 3.8 FlashGoogle | — | — | No recorded result | |
| Gemini 4 ArgonGoogle | — | — | No recorded result | |
| Gemma 4 12B UnifiedGoogle | — | — | No recorded result | |
| Gemma 4 E2BGoogle | — | — | No recorded result | |
| Gemma 4 E4BGoogle | — | — | No recorded result | |
| GoTo-AI-Gemma-3-27B-ITGoTo / AI Singapore | GoTo / AI Singapore | — | — | No recorded result |
| GPT-5.6 TerraOpenAI | OpenAI | — | — | No recorded result |
| GPT-6 AstraOpenAI | OpenAI | — | — | No recorded result |
| GPT-6 LunaOpenAI | OpenAI | — | — | No recorded result |
| GPT-6.1 SolOpenAI | OpenAI | — | — | No recorded result |
| GPT-6.1 TerraOpenAI | OpenAI | — | — | No recorded result |
| Grok 4.7xAI | xAI | — | — | No recorded result |
| Hy-Memory-30B-A3BTencent Hunyuan | Tencent Hunyuan | — | — | No recorded result |
| Hy4 previewTencent | Tencent | — | — | No recorded result |
| Jais 3 32BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Jais 3 375B-A23BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Jais 3 MoVA 36B-A4BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Kimi K3.1 ProMoonshot AI | Moonshot AI | — | — | No recorded result |
| LBS-27BInclusionAI | InclusionAI | — | — | No recorded result |
| LFM2.5-24B-A2BLiquid AI | Liquid AI | — | — | No recorded result |
| Ling 3.0 Flash VLinclusionAI | inclusionAI | — | — | No recorded result |
| Ling 3.1 FlashOlder versionView latest →inclusionAI | inclusionAI | — | — | No recorded result |
| Ling 3.1 Flash 1019Latest versioninclusionAI | inclusionAI | — | — | No recorded result |
| Mercury 3Latest versionInception | Inception | — | — | No recorded result |
| MiMo-V2.6-Distill-Qwen-9BXiaomi | Xiaomi | — | — | No recorded result |
| MiMo-V2.6-FlashXiaomi | Xiaomi | — | — | No recorded result |
| MiMo-V2.6-ProXiaomi | Xiaomi | — | — | No recorded result |
| MiniCPM-V 4.7 35B-A3BOpenBMB | OpenBMB | — | — | No recorded result |
| MiniMax M3.1 FlashMiniMax | MiniMax | — | — | No recorded result |
| Mistral Large 4Mistral AI | Mistral AI | — | — | No recorded result |
| Muse Spark 1.3Meta | Meta | — | — | No recorded result |
| Muse Spark OpenMeta | Meta | — | — | No recorded result |
| Muse WonderMeta | Meta | — | — | No recorded result |
| Muse Wonder FullMeta | Meta | — | — | No recorded result |
| Naive-N0.5-FlashNaiveAI | NaiveAI | — | — | No recorded result |
| Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIA | NVIDIA | — | — | No recorded result |
| Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIA | NVIDIA | — | — | No recorded result |
| Nex-N2.5-ProNex AGI | Nex AGI | — | — | No recorded result |
| Ornith 1.5 122BOrnith | Ornith | — | — | No recorded result |
| Pareto 26.10 PreviewUnbiased | Unbiased | — | — | 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 FlintRecursive | Recursive | — | — | No recorded result |
| Step 5 PreviewStepFun | StepFun | — | — | No recorded result |