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A · open · DeepSeek

DeepSeek-R1-Distill-Qwen-32B

DeepSeek

B · open · DeepSeek

DeepSeek V4.1 Flash

DeepSeek

0:6

overall capability wins (0 ties across 6 scored). DeepSeek V4.1 Flash leads overall.

  • Reasoning0:2
  • Coding0:1
  • Pricing2:0
  • Specs0:3

Verdict

DeepSeek V4.1 Flash leads coding (widest gap: +14.3 on SciCode); DeepSeek V4.1 Flash offers ~7.8x larger context (1M vs 128K); DeepSeek V4.1 Flash allows ~46.9x more max output (384K vs 8K).

  • DeepSeek V4.1 Flash leads coding (widest gap: +14.3 on SciCode)
  • DeepSeek V4.1 Flash offers ~7.8x larger context (1M vs 128K)
  • DeepSeek V4.1 Flash allows ~46.9x more max output (384K vs 8K)
  • DeepSeek-R1-Distill-Qwen-32B is ~1.7x cheaper on a blended token basis than DeepSeek V4.1 Flash

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

DeepSeek-R1-Distill-Qwen-32B
$0.38
DeepSeek V4.1 Flash
$0.60

DeepSeek-R1-Distill-Qwen-32B is about 1.6x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

DeepSeek

DeepSeek

Family

DeepSeek

DeepSeek

License

MIT

MIT

Open weights

Yes

Yes

Release

Jan 20, 2025

Sep 10, 2026

Knowledge cutoff

-

-

API / provider

Together / Fireworks (ref.)

DeepSeek

Modalities

text → text

text, image → text

Specs

Context window

128K

1M

B +872K

Max output

8K

384K

B +376K

Parameters

32B

552B (16B act.)

B +520

Pricing

Input $/1M

$0.30

$0.30

tie

Output $/1M

$0.30

$1.20

A +$0.90

Blended $/1M (3∶1)

$0.30

$0.52

A +$0.22

Speed

tok/s

70

-

—

TTFT (s)

0.35

-

—

Reasoning

MMLU-Pro

73.9

—

—

GPQA Diamond

61.5

—

—

Humanity's Last Exam

4.6

39.2

B +34.6 pts

AIME 2025

63.0

—

—

MATH-500

94.3

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

—

46.4

—

AA-LCR v1.1

8.7

84.0

B +75.3 pts

CritPt

—

14.3

—

MMMU-Pro

—

77.0

—

IFBench

22.9

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

57.2

—

—

Terminal-Bench 2.1

—

—

—

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

43.9

—

—

SciCode

37.6

51.9

B +14.3 pts

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

—

1,620

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

—

—

—

DeepSeek-R1-Distill-Qwen-32B

Context
128K / 8K out
Parameters
32B
Price
$0.30 / $0.30
Speed
70 tok/s · 0.35s TTFT
Modalities
text → text
License
MIT

Popular 32B R1 distill on Qwen — strong open STEM reasoning at mid-size GPU budgets.

DeepSeek V4.1 Flash

Context
1M / 384K out
Parameters
552B (16B act.)
Price
$0.30 / $1.20 peak · $0.15 / $0.60 off-peak
Speed
—
Modalities
text, image → text
License
MIT

New default DeepSeek Flash tier (Sep 10, 2026), the smallest model in a new Causal Encoder-Decoder architecture family: 552B total parameters activating 8B (prefill) / 16B (decode) per token, MIT-licensed weights on Hugging Face. Replaces DeepSeek-V4-Flash and V4-Flash-Vision-Exp, which are retired but still routed to this model for compatibility. DeepSeek's own reported numbers (GPQA Diamond 90.9, Terminal-Bench 2.1 90.6, text-only HLE 39.1) are self-measured and not directly comparable to this catalog's Artificial-Analysis-sourced cells. API pricing: $0.30 in / $1.20 out peak, $0.15 in / $0.60 out off-peak (per 1M tokens); off-peak cache-hit input is $0.003.

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

HLE: B +34.6AA-LCR: B +75.3

Coding

SciCode: B +14.3

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