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DeepSeek-V3.2-Exp

DeepSeek · 2025-09-29 · 685.4B parameters

DeepSeek-V3.2-Exp is DeepSeek's experimental open-weight MoE checkpoint, released September 29, 2025 after continued training from DeepSeek-V3.1-Terminus to add DeepSeek Sparse Attention (DSA), a lightning-indexer-driven fine-grained top-k mechanism instantiated under MLA. Its continued pre-training used a dense indexer warm-up followed by sparse training of all parameters, and its post-training retained V3.1-Terminus's specialist-distillation and mixed-GRPO pipeline. It supports chat-template-selectable thinking and non-thinking modes with a documented 128K-token context window.

Benchmark scores

BenchmarkScore
A-Fantasia73.3
A-Fantasia (Valid Attempts with Retries)73.3
A-Fantasia Backwards Spelling93.0
A-Fantasia Chess59.0
A-Fantasia Chess (Valid Attempts with Retries)59.0
A-Fantasia Cube (Valid Attempts with Retries)68.0
A-Fantasia Cube Rotation68.0
A-Fantasia Spelling (Valid Attempts with Retries)93.0
AA-LCR69.0
AA-LCR v1.172.3
AA-Omniscience Index-31.0
Aider Polyglot74.2
AIME 2025 (Artificial Analysis avg@10)87.7
AIME 2025 (MathArena repeated-run mean)91.7
Apex (MathArena)0.5
Arena Code WebDev — Brand & Marketing1272
Arena Code WebDev — Consumer Product1280
Arena Code WebDev — Content Creation Tools1241
Arena Code WebDev — Data & Analytics1261
Arena Code WebDev — Frontend1270
Arena Code WebDev — Gaming1278
Arena Code WebDev — HTML1281
Arena Code WebDev — Reference-Based Design1273
Arena Code WebDev — Simulations1259
Arena Text — Business, Management & Financial Ops (No Style Control)1412
Arena Text — Chinese (No Style Control)1461
Arena Text — Creative Writing (No Style Control)1403
Arena Text — English (No Style Control)1441
Arena Text — Entertainment, Sports & Media (No Style Control)1407
Arena Text — Exclude Ties (No Style Control)1415
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