DeepSeek: DeepSeek V3.2 Exp

Released Sep 29, 2025

deepseek/deepseek-v3.2-exp

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Ranked in:Text WebDev

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OpenRouter

DeepSeek-V3.2-Exp is an experimental large language model released by DeepSeek as an intermediate step between V3.1 and future architectures. It introduces DeepSeek Sparse Attention (DSA), a fine-grained sparse attention mechanism...

Best overall rank

#56

▼ 2 vs 7d ago

Total arena votes

404,758

Across 66 (subset, category) entries

Providers on OR

SiliconFlow + others

First seen

2026-05-08

61 days tracked

Trend

Pricing

Per token

Input (per 1M): $0.270
Output (per 1M): $0.410

Capabilities

Modality

text->text

Context

164K tokens

Tokenizer

DeepSeek

Knowledge cutoff

2025-07-31

Max output

66K tokens

Moderation

Unmoderated

Hugging Face

deepseek-ai/DeepSeek-V3.2-Exp

Supported parameters

frequency_penalty

include_reasoning

logit_bias

logprobs

max_tokens

min_p

presence_penalty

reasoning

repetition_penalty

response_format

seed

stop

structured_outputs

temperature

tool_choice

tools

top_k

top_logprobs

top_p

Providers

Provider	Region / Tag	Context	Input/M	Output/M	Uptime 1d	Latency	Quant	Cache
SiliconFlow	`siliconflow/fp8`	164K	$0.270	$0.410	99.87%	-	fp8	-
Novita	`novita/fp8`	164K	$0.270	$0.410	99.87%	-	fp8	-
AtlasCloud	`atlas-cloud/fp8`	164K	$0.270	$0.410	99.53%	-	fp8	-

Per-category ranks

Text

Rank	Category	Variant	Elo	Votes
#63	Japanese	thinking	1391	315
#65	Hard Prompts English	thinking	1462	10,603
#71	Industry Mathematical	thinking	1439	392
#71	Industry Writing And Literature And Language	-	1410	10,392
#73	Longer Query	-	1442	12,926
#74	English	thinking	1441	4,373
#76	Creative Writing	-	1401	6,677
#76	Expert	thinking	1450	400
#77	Coding	thinking	1475	1,919
#79	Korean	-	1368	762
#79	Spanish	-	1418	1,273
#80	Hard Prompts	-	1447	26,183
#80	Instruction Following	thinking	1417	2,543
#81	Chinese	thinking	1465	304
#81	Industry Entertainment And Sports And Media	-	1396	8,535
#81	Instruction Following	-	1416	3,309
#82	Hard Prompts	thinking	1446	22,461
#82	Math	thinking	1426	2,504
#82	Polish	thinking	1417	1,075
#83	Exclude Ties	-	1416	33,462
#83	Hard Prompts English	-	1454	3,202
#83	Industry Business And Management And Financial Operations	-	1421	8,808
#84	Chinese	-	1463	2,443
#84	English	-	1436	21,498
#84	German	-	1412	859
#84	Industry Software And It Services	thinking	1459	3,230
#84	Multi Turn	-	1428	8,258
#85	French	-	1442	1,118
#85	German	thinking	1412	718
#87	Overall	thinking	1423	41,062
#88	Overall	-	1423	11,921
#89	Exclude Ties	thinking	1412	28,794
#89	Industry Life And Physical And Social Science	thinking	1438	6,586
#89	Longer Query	thinking	1431	2,073
#89	Non English	-	1407	6,205
#90	Coding	-	1465	2,497
#90	Multi Turn	thinking	1423	1,433
#91	Creative Writing	thinking	1392	6,196
#92	Math	-	1418	775
#93	Industry Entertainment And Sports And Media	thinking	1390	7,494
#95	Industry Software And It Services	-	1453	4,130
#96	Industry Life And Physical And Social Science	-	1435	1,912
#96	Industry Medicine And Healthcare	-	1438	578
#96	Industry Writing And Literature And Language	thinking	1397	2,095
#96	Polish	-	1401	1,295
#98	Industry Legal And Government	thinking	1424	522
#99	Japanese	-	1348	120
#101	Russian	-	1406	845
#102	Non English	thinking	1399	22,472
#105	Russian	thinking	1403	4,502
#109	French	thinking	1421	139
#109	Industry Business And Management And Financial Operations	thinking	1405	1,798
#109	Korean	thinking	1345	195
#110	Expert	-	1423	608
#110	Industry Legal And Government	-	1417	781
#111	Industry Mathematical	-	1413	632
#111	Industry Medicine And Healthcare	thinking	1433	2,705
#120	Spanish	thinking	1385	278

WebDev

Rank	Category	Variant	Elo	Votes
#51	Webdev-react	thinking	1362	3,906
#54	Webdev-html	thinking	1373	3,996
#56	Overall	thinking	1368	7,919
#56	Webdev	thinking	1368	7,919
#58	Webdev-react	-	1347	5,211
#74	Overall	-	1288	4,874
#74	Webdev	-	1288	4,874
#75	Webdev-html	-	1295	4,874

Capabilities

Modality

text->text

Context

164K tokens

Tokenizer

DeepSeek

Knowledge cutoff

2025-07-31

Max output

66K tokens

Moderation

Unmoderated

Hugging Face

deepseek-ai/DeepSeek-V3.2-Exp

Supported parameters

frequency_penalty

include_reasoning

logit_bias

logprobs

max_tokens

min_p

presence_penalty

reasoning

repetition_penalty

response_format

seed

stop

structured_outputs

temperature

tool_choice

tools

top_k

top_logprobs

top_p

Provider

Region / Tag

Context

Input/M

Output/M

Uptime 1d

Latency

Quant

Cache

SiliconFlow

siliconflow/fp8

164K

$0.270

$0.410

99.87%

fp8

Novita

novita/fp8

164K

$0.270

$0.410

99.87%

fp8

AtlasCloud

atlas-cloud/fp8

164K

$0.270

$0.410

99.53%

fp8

Per-category ranks

Text

Rank	Category	Variant	Elo	Votes
#63	Japanese	thinking	1391	315
#65	Hard Prompts English	thinking	1462	10,603
#71	Industry Mathematical	thinking	1439	392
#71	Industry Writing And Literature And Language	-	1410	10,392
#73	Longer Query	-	1442	12,926
#74	English	thinking	1441	4,373
#76	Creative Writing	-	1401	6,677
#76	Expert	thinking	1450	400
#77	Coding	thinking	1475	1,919
#79	Korean	-	1368	762
#79	Spanish	-	1418	1,273
#80	Hard Prompts	-	1447	26,183
#80	Instruction Following	thinking	1417	2,543
#81	Chinese	thinking	1465	304
#81	Industry Entertainment And Sports And Media	-	1396	8,535
#81	Instruction Following	-	1416	3,309
#82	Hard Prompts	thinking	1446	22,461
#82	Math	thinking	1426	2,504
#82	Polish	thinking	1417	1,075
#83	Exclude Ties	-	1416	33,462
#83	Hard Prompts English	-	1454	3,202
#83	Industry Business And Management And Financial Operations	-	1421	8,808
#84	Chinese	-	1463	2,443
#84	English	-	1436	21,498
#84	German	-	1412	859
#84	Industry Software And It Services	thinking	1459	3,230
#84	Multi Turn	-	1428	8,258
#85	French	-	1442	1,118
#85	German	thinking	1412	718
#87	Overall	thinking	1423	41,062
#88	Overall	-	1423	11,921
#89	Exclude Ties	thinking	1412	28,794
#89	Industry Life And Physical And Social Science	thinking	1438	6,586
#89	Longer Query	thinking	1431	2,073
#89	Non English	-	1407	6,205
#90	Coding	-	1465	2,497
#90	Multi Turn	thinking	1423	1,433
#91	Creative Writing	thinking	1392	6,196
#92	Math	-	1418	775
#93	Industry Entertainment And Sports And Media	thinking	1390	7,494
#95	Industry Software And It Services	-	1453	4,130
#96	Industry Life And Physical And Social Science	-	1435	1,912
#96	Industry Medicine And Healthcare	-	1438	578
#96	Industry Writing And Literature And Language	thinking	1397	2,095
#96	Polish	-	1401	1,295
#98	Industry Legal And Government	thinking	1424	522
#99	Japanese	-	1348	120
#101	Russian	-	1406	845
#102	Non English	thinking	1399	22,472
#105	Russian	thinking	1403	4,502
#109	French	thinking	1421	139
#109	Industry Business And Management And Financial Operations	thinking	1405	1,798
#109	Korean	thinking	1345	195
#110	Expert	-	1423	608
#110	Industry Legal And Government	-	1417	781
#111	Industry Mathematical	-	1413	632
#111	Industry Medicine And Healthcare	thinking	1433	2,705
#120	Spanish	thinking	1385	278

WebDev

Rank	Category	Variant	Elo	Votes
#51	Webdev-react	thinking	1362	3,906
#54	Webdev-html	thinking	1373	3,996
#56	Overall	thinking	1368	7,919
#56	Webdev	thinking	1368	7,919
#58	Webdev-react	-	1347	5,211
#74	Overall	-	1288	4,874
#74	Webdev	-	1288	4,874
#75	Webdev-html	-	1295	4,874