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

#49

Across all subsets · overall

Total arena votes

366,304

Across 62 (subset, category) entries

Providers on OR

Novita + others

First seen

2026-05-08

26 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

max_tokens

min_p

presence_penalty

reasoning

repetition_penalty

response_format

seed

stop

structured_outputs

temperature

tool_choice

tools

top_k

top_p

Providers

Provider	Region / Tag	Context	Input/M	Output/M	Uptime 1d	Latency	Quant	Cache
Novita	`novita/fp8`	164K	$0.270	$0.410	99.83%	-	fp8	-
SiliconFlow	`siliconflow/fp8`	164K	$0.270	$0.410	99.23%	-	fp8	-
AtlasCloud	`atlas-cloud/fp8`	164K	$0.270	$0.410	98.88%	-	fp8	-

Per-category ranks

Text

Rank	Category	Variant	Elo	Votes
#52	Japanese	thinking	1392	311
#59	Hard Prompts English	thinking	1461	10,213
#65	English	thinking	1441	4,363
#65	Industry Mathematical	thinking	1441	393
#68	Industry Writing And Literature And Language	-	1409	10,139
#69	Coding	thinking	1474	1,919
#69	Longer Query	-	1440	12,217
#71	Creative Writing	-	1400	6,531
#72	Hard Prompts	-	1447	25,294
#72	Instruction Following	-	1417	3,313
#72	Math	thinking	1426	2,456
#72	Multi Turn	-	1429	8,034
#73	French	-	1443	1,053
#73	Hard Prompts English	-	1454	3,210
#74	English	-	1436	20,939
#74	Instruction Following	thinking	1416	2,539
#75	Expert	thinking	1447	396
#75	Korean	-	1370	192
#75	Spanish	-	1415	1,212
#76	German	thinking	1413	707
#76	Hard Prompts	thinking	1445	21,680
#76	Industry Entertainment And Sports And Media	-	1394	8,289
#76	Industry Software And It Services	thinking	1459	3,225
#77	Exclude Ties	-	1415	32,385
#77	Industry Business And Management And Financial Operations	-	1420	8,543
#77	Overall	-	1423	11,941
#79	Chinese	thinking	1463	1,918
#79	Coding	-	1466	2,501
#79	German	-	1410	855
#80	Chinese	-	1462	2,375
#80	Industry Life And Physical And Social Science	thinking	1439	6,426
#80	Longer Query	thinking	1431	2,070
#80	Overall	thinking	1422	40,111
#81	Exclude Ties	thinking	1411	27,832
#81	Multi Turn	thinking	1422	1,433
#82	Creative Writing	thinking	1392	6,054
#82	Math	-	1418	775
#84	Industry Entertainment And Sports And Media	thinking	1389	7,261
#85	Industry Software And It Services	-	1453	4,136
#86	Industry Legal And Government	thinking	1425	521
#87	Industry Life And Physical And Social Science	-	1435	1,916
#88	Industry Writing And Literature And Language	thinking	1397	2,094
#88	Japanese	-	1347	120
#90	Industry Medicine And Healthcare	-	1437	594
#91	Russian	-	1405	845
#99	Industry Legal And Government	-	1416	782
#100	French	thinking	1422	139
#100	Russian	thinking	1401	4,385
#101	Expert	-	1423	610
#101	Industry Business And Management And Financial Operations	thinking	1404	1,799
#101	Industry Mathematical	-	1413	634
#104	Industry Medicine And Healthcare	thinking	1431	2,636
#104	Korean	thinking	1345	195
#113	Spanish	thinking	1384	279

WebDev

Rank	Category	Variant	Elo	Votes
#44	Webdev-react	thinking	1362	3,896
#47	Webdev-html	thinking	1372	3,996
#49	Overall	thinking	1368	7,908
#49	Webdev	thinking	1368	7,908
#50	Webdev-react	-	1347	5,196
#64	Overall	-	1287	4,870
#64	Webdev	-	1287	4,870
#65	Webdev-html	-	1294	4,870

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

max_tokens

min_p

presence_penalty

reasoning

repetition_penalty

response_format

seed

stop

structured_outputs

temperature

tool_choice

tools

top_k

top_p

Provider

Region / Tag

Context

Input/M

Output/M

Uptime 1d

Latency

Quant

Cache

Novita

novita/fp8

164K

$0.270

$0.410

99.83%

fp8

SiliconFlow

siliconflow/fp8

164K

$0.270

$0.410

99.23%

fp8

AtlasCloud

atlas-cloud/fp8

164K

$0.270

$0.410

98.88%

fp8

Per-category ranks

Text

Rank	Category	Variant	Elo	Votes
#52	Japanese	thinking	1392	311
#59	Hard Prompts English	thinking	1461	10,213
#65	English	thinking	1441	4,363
#65	Industry Mathematical	thinking	1441	393
#68	Industry Writing And Literature And Language	-	1409	10,139
#69	Coding	thinking	1474	1,919
#69	Longer Query	-	1440	12,217
#71	Creative Writing	-	1400	6,531
#72	Hard Prompts	-	1447	25,294
#72	Instruction Following	-	1417	3,313
#72	Math	thinking	1426	2,456
#72	Multi Turn	-	1429	8,034
#73	French	-	1443	1,053
#73	Hard Prompts English	-	1454	3,210
#74	English	-	1436	20,939
#74	Instruction Following	thinking	1416	2,539
#75	Expert	thinking	1447	396
#75	Korean	-	1370	192
#75	Spanish	-	1415	1,212
#76	German	thinking	1413	707
#76	Hard Prompts	thinking	1445	21,680
#76	Industry Entertainment And Sports And Media	-	1394	8,289
#76	Industry Software And It Services	thinking	1459	3,225
#77	Exclude Ties	-	1415	32,385
#77	Industry Business And Management And Financial Operations	-	1420	8,543
#77	Overall	-	1423	11,941
#79	Chinese	thinking	1463	1,918
#79	Coding	-	1466	2,501
#79	German	-	1410	855
#80	Chinese	-	1462	2,375
#80	Industry Life And Physical And Social Science	thinking	1439	6,426
#80	Longer Query	thinking	1431	2,070
#80	Overall	thinking	1422	40,111
#81	Exclude Ties	thinking	1411	27,832
#81	Multi Turn	thinking	1422	1,433
#82	Creative Writing	thinking	1392	6,054
#82	Math	-	1418	775
#84	Industry Entertainment And Sports And Media	thinking	1389	7,261
#85	Industry Software And It Services	-	1453	4,136
#86	Industry Legal And Government	thinking	1425	521
#87	Industry Life And Physical And Social Science	-	1435	1,916
#88	Industry Writing And Literature And Language	thinking	1397	2,094
#88	Japanese	-	1347	120
#90	Industry Medicine And Healthcare	-	1437	594
#91	Russian	-	1405	845
#99	Industry Legal And Government	-	1416	782
#100	French	thinking	1422	139
#100	Russian	thinking	1401	4,385
#101	Expert	-	1423	610
#101	Industry Business And Management And Financial Operations	thinking	1404	1,799
#101	Industry Mathematical	-	1413	634
#104	Industry Medicine And Healthcare	thinking	1431	2,636
#104	Korean	thinking	1345	195
#113	Spanish	thinking	1384	279

WebDev

Rank	Category	Variant	Elo	Votes
#44	Webdev-react	thinking	1362	3,896
#47	Webdev-html	thinking	1372	3,996
#49	Overall	thinking	1368	7,908
#49	Webdev	thinking	1368	7,908
#50	Webdev-react	-	1347	5,196
#64	Overall	-	1287	4,870
#64	Webdev	-	1287	4,870
#65	Webdev-html	-	1294	4,870