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  1. Models
  2. Text
  3. Deepseek Ai

DeepSeek V3.2 Exp Thinking

DeepSeek V3.2 Exp Thinking is an experimental V3-series reasoning model with improved long-context efficiency compared with earlier V3 releases. FP8.

  • Reasoning
Model weights

Pricing

Auto routing · per 1M tokens
Input
$0.28
Output
$0.42
Cache read
$0.14
Compare provider prices

Specifications

Context window
163.8K
Max output
65.5K
Parameters
685B / 37B
Total / active

Benchmarks

Sourced from LMArena.

Arena Score

1425.0

Overall Rank

#124 / 421

Votes

8,963

Confidence Interval

1418.5 - 1431.6

Category Scores

Coding

#122 / 416

1,923 votes

1474.9

Math

#129 / 404

474 votes

1421.1

Longer Query

#123 / 399

2,098 votes

1433.7

Creative Writing

#129 / 419

1,186 votes

1390.1

Instruction Following

#122 / 421

2,550 votes

1415.8

Hard Prompts

#124 / 421

4,699 votes

1446.2

Additional Categories
21

Industry Medicine And Healthcare

#70 / 391

442 votes

1474.8

German

#100 / 320

184 votes

1436.3

Polish

#103 / 243

397 votes

1429.6

Hard Prompts English

#112 / 419

2,053 votes

1459.8

Industry Life And Physical And Social Science

#114 / 419

1,415 votes

1450.9

Industry Mathematical

#116 / 402

399 votes

1436.9

Chinese

#118 / 395

515 votes

1465.2

English

#119 / 421

3,874 votes

1439.8

Expert

#121 / 371

418 votes

1451.6

Russian

#125 / 385

648 votes

1413.9

Exclude Ties

#127 / 421

6,394 votes

1415.4

Industry Entertainment And Sports And Media

#128 / 419

1,656 votes

1389.6

Industry Software And It Services

#128 / 421

3,190 votes

1459.3

Non English

#130 / 421

5,089 votes

1406.3

Industry Writing And Literature And Language

#136 / 420

2,089 votes

1398.0

Multi Turn

#139 / 419

1,396 votes

1419.5

Industry Legal And Government

#140 / 393

499 votes

1425.2

Spanish

#140 / 304

311 votes

1407.7

Korean

#142 / 289

215 votes

1351.5

French

#151 / 301

147 votes

1418.7

Industry Business And Management And Financial Operations

#155 / 414

1,778 votes

1407.8

Published 2026-11-11 · Matched as DeepSeek-V3.2-Exp (Thinking) · CC BY 4.0

LMArena Dataset

Leaderboard results

These leaderboards tested DeepSeek V3.2, another version of this model.

BenchmarkScoreRank on NanoGPT
Epoch AI Benchmarking Hub

Epoch AI data, CC BY 4.0 · Updated Nov 13, 2026

Epoch Capabilities Index

146.3

#79 of 115

EQ-Bench

EQ-Bench data, MIT · Updated Nov 13, 2026

Creative Writing v3

1515

#55 of 96

Longform Writing

66.8

#46 of 97

UGI Leaderboard

UGI Leaderboard data, Apache-2.0 · Updated Oct 16, 2026

UGI Score

57.8

#13 of 149

UGI Willingness

7.2

#9 of 149

UGI Writing

57.3

#43 of 149

Filtered and ranked to models on NanoGPT.

Providers

Auto routing is available for this model. Explicit provider selection is not available.

Auto
Auto
Recommended
$0.28$0.42$0.14N/AN/A
Batch API
ProviderInputOutputCached input
Auto
Autodeepseek-ai/deepseek-v3.2-exp-thinking
$0.28/M$0.42/M$0.14/M

Batch rows for this model use normal routing and cost the same as standard API requests. Set provider in a row to choose a provider.

Reliability

Related text models

Compare DeepSeek V3.2 Exp Thinking with similar models from the same provider or model family.

DeepSeek V3.2 Exp

deepseek-ai/deepseek-v3.2-exp

DeepSeek V3.2 Exp is an experimental V3-series model with improved long-context efficiency compared with earlier V3 releases. FP8.

DeepSeek V3.1 Terminus

deepseek-ai/DeepSeek-V3.1-Terminus

DeepSeek-V3.1-Terminus. The latest update builds on V3.1's strengths while addressing key user feedback. Language consistency improvements (fewer CN/EN mix-ups, no random chars), stronger Code Agent & Search Agent performance, and more stable, reliable outputs across benchmarks. FP8.

DeepSeek V3.1

deepseek-ai/DeepSeek-V3.1

DeepSeek-V3.1 is a hybrid model that supports both thinking mode and non-thinking mode. It does better at tool calling and agent tasks, and has higher thinking efficiency than its predecessor. This is the non-thinking version. Quantized at FP8.

DeepSeek R1 0528

deepseek-ai/DeepSeek-R1-0528

The new (May 28th) Deepseek R1 model.

DeepSeek V3.1 Terminus (Thinking)

deepseek-ai/DeepSeek-V3.1-Terminus:thinking

Thinking-enabled DeepSeek-V3.1-Terminus with improved language consistency, upgraded Code/Search Agents, and stronger stability and reliability versus V3.1. FP8.

DeepSeek V3.1 Thinking

deepseek-ai/DeepSeek-V3.1:thinking

Thinking enabled version of Deepseek V3.1. DeepSeek-V3.1 is a hybrid model that supports both thinking mode and non-thinking mode. It does better at tool calling and agent tasks, and has higher thinking efficiency than its predecessor. Quantized at FP8.