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Ring-flash-2.0

InclusionAI · 2025-09-19 · 102.9B parameters

Ring-flash-2.0 is InclusionAI's open-weight, intrinsic-thinking sparse MoE model, derived from Ling-flash-2.0-base through lightweight Long-CoT SFT, reinforcement learning with verifiable rewards, and RLHF. The released checkpoint has 102,889,705,216 parameters; InclusionAI's release materials round this to 100B total and 6.1B activated (4.8B excluding embeddings), with eight of 256 routed experts plus one shared expert used per MoE layer. It natively supports 32,768 tokens and is documented for extension to 131,072 tokens with YaRN, while InclusionAI reports generation above 200 tokens/s on four H20 GPUs.

Benchmark scores

BenchmarkScore
AA-LCR21.0
AA-Omniscience Index-58.7
AIME 202583.7
Arena Text — Business, Management & Financial Ops (No Style Control)1326
Arena Text — Chinese (No Style Control)1407
Arena Text — Creative Writing (No Style Control)1274
Arena Text — English (No Style Control)1365
Arena Text — Entertainment, Sports & Media (No Style Control)1287
Arena Text — Exclude Ties (No Style Control)1283
Arena Text — Exclude Ties (Style Controlled)1268
Arena Text — Expert (No Style Control)1335
Arena Text — Hard Prompts (No Style Control)1343
Arena Text — Hard Prompts English (No Style Control)1375
Arena Text — Instruction Following (No Style Control)1313
Arena Text — Korean (No Style Control)1254
Arena Text — Legal & Government (No Style Control)1307
Arena Text — Life, Physical & Social Science (No Style Control)1339
Arena Text — Longer Query (No Style Control)1319
Arena Text — Medicine & Healthcare (No Style Control)1334
Arena Text — Multi-turn (No Style Control)1290
Arena Text — Non-English (No Style Control)1294
Arena Text — Non-English (Style Controlled)1288
Arena Text — Occupational Mathematical (No Style Control)1358
Arena Text — Polish (No Style Control)1280
Arena Text — Polish (Style Controlled)1277
Arena Text — Russian (No Style Control)1221
Arena Text — Software & IT Services (No Style Control)1366
Arena Text — Spanish (No Style Control)1381
Arena Text — Writing, Literature & Language (No Style Control)1296
Artificial Analysis Intelligence Index8.2
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