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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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

#54

▼ 1 vs 7d ago

Total arena votes

373,928

Across 62 (subset, category) entries

Providers on OR

Novita + others

First seen

2026-05-08

45 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
Novita	`novita/fp8`	164K	$0.270	$0.410	99.86%	-	fp8	-
AtlasCloud	`atlas-cloud/fp8`	164K	$0.270	$0.410	99.44%	-	fp8	-
SiliconFlow	`siliconflow/fp8`	164K	$0.270	$0.410	98.77%	-	fp8	-

Per-category ranks

Text

Rank	Category	Variant	Elo	Votes
#59	Japanese	thinking	1390	311
#63	Hard Prompts English	thinking	1462	10,612
#69	Industry Writing And Literature And Language	-	1410	10,401
#70	Industry Mathematical	thinking	1440	393
#71	Longer Query	-	1442	12,953
#72	English	thinking	1441	4,365
#73	Creative Writing	-	1401	6,687
#74	Coding	thinking	1475	1,919
#77	Expert	thinking	1448	396
#77	Hard Prompts	-	1447	26,212
#77	Spanish	-	1417	1,274
#78	Chinese	thinking	1465	304
#78	Industry Entertainment And Sports And Media	-	1396	8,542
#78	Instruction Following	-	1417	3,310
#78	Math	thinking	1426	2,506
#79	Chinese	-	1464	2,442
#79	Instruction Following	thinking	1417	2,544
#79	Korean	-	1368	762
#80	Hard Prompts	thinking	1446	22,470
#80	Industry Business And Management And Financial Operations	-	1421	8,818
#81	English	-	1437	21,521
#81	Exclude Ties	-	1416	33,503
#81	Hard Prompts English	-	1454	3,206
#82	French	-	1442	1,118
#82	Industry Software And It Services	thinking	1459	3,227
#82	Multi Turn	-	1428	8,265
#83	German	thinking	1411	719
#84	German	-	1411	861
#85	Overall	-	1423	11,922
#86	Overall	thinking	1423	41,085
#87	Coding	-	1466	2,499
#87	Exclude Ties	thinking	1412	28,813
#87	Industry Life And Physical And Social Science	thinking	1438	6,583
#87	Longer Query	thinking	1431	2,074
#88	Creative Writing	thinking	1392	6,206
#88	Math	-	1418	775
#88	Multi Turn	thinking	1423	1,436
#91	Industry Entertainment And Sports And Media	thinking	1389	7,504
#91	Industry Software And It Services	-	1454	4,132
#93	Industry Writing And Literature And Language	thinking	1397	2,096
#94	Industry Life And Physical And Social Science	-	1435	1,910
#95	Japanese	-	1347	120
#96	Industry Legal And Government	thinking	1423	521
#96	Industry Medicine And Healthcare	-	1436	583
#99	Russian	-	1405	844
#104	Industry Medicine And Healthcare	thinking	1433	2,709
#104	Russian	thinking	1402	4,508
#107	Expert	-	1422	609
#107	French	thinking	1421	139
#107	Industry Business And Management And Financial Operations	thinking	1405	1,799
#107	Industry Legal And Government	-	1416	782
#109	Industry Mathematical	-	1413	633
#109	Korean	thinking	1345	195
#114	Spanish	thinking	1386	277

WebDev

Rank	Category	Variant	Elo	Votes
#49	Webdev-react	thinking	1362	3,896
#52	Webdev-html	thinking	1372	3,998
#53	Webdev	thinking	1368	7,910
#54	Overall	thinking	1368	7,911
#56	Webdev-react	-	1347	5,199
#68	Webdev	-	1287	4,873
#72	Overall	-	1287	4,873
#73	Webdev-html	-	1295	4,873

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

Novita

novita/fp8

164K

$0.270

$0.410

99.86%

fp8

AtlasCloud

atlas-cloud/fp8

164K

$0.270

$0.410

99.44%

fp8

SiliconFlow

siliconflow/fp8

164K

$0.270

$0.410

98.77%

fp8

Per-category ranks

Text

Rank	Category	Variant	Elo	Votes
#59	Japanese	thinking	1390	311
#63	Hard Prompts English	thinking	1462	10,612
#69	Industry Writing And Literature And Language	-	1410	10,401
#70	Industry Mathematical	thinking	1440	393
#71	Longer Query	-	1442	12,953
#72	English	thinking	1441	4,365
#73	Creative Writing	-	1401	6,687
#74	Coding	thinking	1475	1,919
#77	Expert	thinking	1448	396
#77	Hard Prompts	-	1447	26,212
#77	Spanish	-	1417	1,274
#78	Chinese	thinking	1465	304
#78	Industry Entertainment And Sports And Media	-	1396	8,542
#78	Instruction Following	-	1417	3,310
#78	Math	thinking	1426	2,506
#79	Chinese	-	1464	2,442
#79	Instruction Following	thinking	1417	2,544
#79	Korean	-	1368	762
#80	Hard Prompts	thinking	1446	22,470
#80	Industry Business And Management And Financial Operations	-	1421	8,818
#81	English	-	1437	21,521
#81	Exclude Ties	-	1416	33,503
#81	Hard Prompts English	-	1454	3,206
#82	French	-	1442	1,118
#82	Industry Software And It Services	thinking	1459	3,227
#82	Multi Turn	-	1428	8,265
#83	German	thinking	1411	719
#84	German	-	1411	861
#85	Overall	-	1423	11,922
#86	Overall	thinking	1423	41,085
#87	Coding	-	1466	2,499
#87	Exclude Ties	thinking	1412	28,813
#87	Industry Life And Physical And Social Science	thinking	1438	6,583
#87	Longer Query	thinking	1431	2,074
#88	Creative Writing	thinking	1392	6,206
#88	Math	-	1418	775
#88	Multi Turn	thinking	1423	1,436
#91	Industry Entertainment And Sports And Media	thinking	1389	7,504
#91	Industry Software And It Services	-	1454	4,132
#93	Industry Writing And Literature And Language	thinking	1397	2,096
#94	Industry Life And Physical And Social Science	-	1435	1,910
#95	Japanese	-	1347	120
#96	Industry Legal And Government	thinking	1423	521
#96	Industry Medicine And Healthcare	-	1436	583
#99	Russian	-	1405	844
#104	Industry Medicine And Healthcare	thinking	1433	2,709
#104	Russian	thinking	1402	4,508
#107	Expert	-	1422	609
#107	French	thinking	1421	139
#107	Industry Business And Management And Financial Operations	thinking	1405	1,799
#107	Industry Legal And Government	-	1416	782
#109	Industry Mathematical	-	1413	633
#109	Korean	thinking	1345	195
#114	Spanish	thinking	1386	277

WebDev

Rank	Category	Variant	Elo	Votes
#49	Webdev-react	thinking	1362	3,896
#52	Webdev-html	thinking	1372	3,998
#53	Webdev	thinking	1368	7,910
#54	Overall	thinking	1368	7,911
#56	Webdev-react	-	1347	5,199
#68	Webdev	-	1287	4,873
#72	Overall	-	1287	4,873
#73	Webdev-html	-	1295	4,873