llmrun

DeepSeek R1 vs DeepSeek v3 0324

DeepSeek R1 leads llmrun Score 99.0 to 93.9 (ranges overlap); neither fits 24 GB.

Model A · DeepSeek

DeepSeek R1
99.0llmrun Score

684.5B · 40.1B active · 160K context · MIT · Jan 2025

ChatReasoningFunctions

684.5B · 40.1B active · 160K context · MIT · Mar 2025

ChatFunctions

Which should you choose?

Choose DeepSeek R1 if you want…

  • Higher llmrun Score

    99.0 vs 93.9, ranges overlap

  • Stronger at reasoning

    95.8 vs 87.7

  • Ahead on the benchmarks

    9 of 10 shared boards

  • Also does reasoning

    DeepSeek v3 0324 doesn't list it

DeepSeek v3 0324: no clear edge over DeepSeek R1 in the data we have.

On your hardware

Each model at its default quant (Q4_K_M), a smaller one when it must. Estimates, ±20%.

8 GB

RTX 4060 · 8 GB tier

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

12 GB

RTX 3060 12GB · 12 GB tier

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

16 GB

RTX 5060 Ti 16GB · 16 GB tier

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

24 GBreference

RTX 4090 · 24 GB tier

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

32 GB

RTX 5090 · 32 GB tier

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

48 GB

RTX A6000 · 48 GB tier

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

Mac 32 GB

Mac Mini M4 · Macs

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

Mac 64 GB

Mac Studio M4 Max · Macs

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

Mac 128 GB

Mac Studio M4 Max · Macs

DeepSeek R1

Doesn't fit

smallest quant needs 189.7 GB

DeepSeek v3 0324

Doesn't fit

smallest quant needs 189.7 GB

Reference GPU: RTX 4090. Tinted cell = the better pick on that machine (fits, more headroom, or at least 10% faster).

llmrun Score

with its 90% range · bars share one scale

Overall

DeepSeek R1

99.096–102

DeepSeek v3 0324

93.991–97

Coding

DeepSeek R1

100.295–105

DeepSeek v3 0324

99.594–105

Science

DeepSeek R1

99.092–106

DeepSeek v3 0324

97.991–105

Reasoning

DeepSeek R1

95.889–103

DeepSeek v3 0324

87.780–96

DeepSeek R1 · #54 of 100 open models · #51 of 96 that fit ≤512 GB

DeepSeek v3 0324 · #66 of 100 open models · #63 of 96 that fit ≤512 GB

Benchmarks

10 shared boards: DeepSeek R1 leads 9, DeepSeek v3 0324 leads 1 · Benchmarks imported Oct 2026

DeepSeek R1

69.2%#34/98 open

IndependentEpoch AI · Jan 2025

DeepSeek v3 0324

67.6%#35/98 open

IndependentEpoch AI · Mar 2025

DeepSeek R1

53.3%#43/86 open

IndependentEpoch AI · Jan 2025

DeepSeek v3 0324

37.8%#48/86 open

IndependentEpoch AI · Mar 2025

DeepSeek R1

84.0%#12/145 open

IndependentTIGER-Lab

DeepSeek v3 0324

81.3%#20/145 open

IndependentTIGER-Lab

DeepSeek R1

56.9%#7/18 open

IndependentEpoch AI · Jan 2025

DeepSeek v3 0324

55.1%#8/18 open

IndependentEpoch AI · Mar 2025

DeepSeek R1

38.3%#36/66 open

Lab-reportedEpoch AI · Jan 2025

DeepSeek v3 0324

39.0%#32/66 open

Lab-reportedEpoch AI · Mar 2025

DeepSeek R1

30.9%#16/25 open

IndependentEpoch AI · Jan 2025

DeepSeek v3 0324

27.2%#18/25 open

IndependentEpoch AI · Mar 2025

DeepSeek R1

93.0%#2/39 open

IndependentEpoch AI · Jan 2025

DeepSeek v3 0324

75.5%#5/39 open

IndependentEpoch AI · Mar 2025

DeepSeek R1

36.5%#32/46 open

IndependentEpoch AI · Jan 2025

DeepSeek v3 0324

36.1%#33/46 open

IndependentEpoch AI · Mar 2025

DeepSeek R1

1.1%#34/66 open

Lab-reportedEpoch AI · Jan 2025

DeepSeek v3 0324

0.0%#48/66 open

Lab-reportedEpoch AI · Mar 2025

DeepSeek R1

69.4%#7/25 open

IndependentEpoch AI · Jan 2025

DeepSeek v3 0324

50.0%#18/25 open

IndependentEpoch AI · Mar 2025

9 more boards (other shared and single-model boards)

DeepSeek R1

1398.1#51/187 open

ArenaLMArena · Oct 2026

DeepSeek v3 0324

1395.2#52/187 open

ArenaLMArena · Oct 2026

DeepSeek R1

51.9%#4/9 open

Lab-reportedEpoch AI · Jan 2025

DeepSeek v3 0324

49.6%#5/9 open

Lab-reportedEpoch AI · Mar 2025

Only DeepSeek R1 (4)

Only DeepSeek v3 0324 (3)

VRAM by quantization

Memory to load the model and 2K context; below it, the total at 32K and 128K context. Lighter side in bold.

Q2_K

DeepSeek R1

295 GB244.0 GB file

32K 294 GB · 128K 300 GB

DeepSeek v3 0324

295 GB244.0 GB file

32K 294 GB · 128K 300 GB

Q3_K_S

DeepSeek R1

303 GB289.1 GB file

32K 302 GB · 128K 309 GB

DeepSeek v3 0324

303 GB289.1 GB file

32K 302 GB · 128K 309 GB

Q3_K_M

DeepSeek R1

338 GB319.2 GB file

32K 336 GB · 128K 343 GB

DeepSeek v3 0324

338 GB319.2 GB file

32K 336 GB · 128K 343 GB

Q4_0

DeepSeek R1

346 GB379.0 GB file

32K 345 GB · 128K 352 GB

DeepSeek v3 0324

346 GB379.0 GB file

32K 345 GB · 128K 352 GB

Q4_K_M

DeepSeek R1

415 GB404.4 GB file

32K 413 GB · 128K 420 GB

DeepSeek v3 0324

415 GB404.4 GB file

32K 413 GB · 128K 420 GB

Q5_K_M

DeepSeek R1

492 GB475.4 GB file

32K 490 GB · 128K 497 GB

DeepSeek v3 0324

492 GB475.4 GB file

32K 490 GB · 128K 497 GB

Q6_K

DeepSeek R1

569 GB550.8 GB file

32K 567 GB · 128K 574 GB

DeepSeek v3 0324

569 GB550.8 GB file

32K 567 GB · 128K 574 GB

Q8_0

DeepSeek R1

688 GB713.3 GB file

32K 687 GB · 128K 694 GB

DeepSeek v3 0324

688 GB713.3 GB file

32K 687 GB · 128K 694 GB

13 more quants

IQ2_XXS

DeepSeek R1

192 GB196.2 GB file

32K 191 GB · 128K 198 GB

DeepSeek v3 0324

192 GB218.7 GB file

32K 191 GB · 128K 198 GB

IQ2_XS

DeepSeek R1

209 GB195.1 GB file

32K 208 GB · 128K 215 GB

DeepSeek v3 0324

not listed

IQ2_S

DeepSeek R1

218 GB197.0 GB file

32K 217 GB · 128K 223 GB

DeepSeek v3 0324

218 GB197.0 GB file

32K 217 GB · 128K 223 GB

IQ2_M

DeepSeek R1

235 GB217.4 GB file

32K 234 GB · 128K 241 GB

DeepSeek v3 0324

235 GB217.4 GB file

32K 234 GB · 128K 241 GB

IQ3_XXS

DeepSeek R1

269 GB257.9 GB file

32K 268 GB · 128K 275 GB

DeepSeek v3 0324

269 GB257.9 GB file

32K 268 GB · 128K 275 GB

IQ3_M

DeepSeek R1

312 GB292.1 GB file

32K 311 GB · 128K 318 GB

DeepSeek v3 0324

not listed

Q3_K_L

DeepSeek R1

355 GB347.4 GB file

32K 353 GB · 128K 360 GB

DeepSeek v3 0324

355 GB347.4 GB file

32K 353 GB · 128K 360 GB

IQ4_XS

DeepSeek R1

372 GB357.1 GB file

32K 371 GB · 128K 377 GB

DeepSeek v3 0324

372 GB357.1 GB file

32K 371 GB · 128K 377 GB

IQ4_NL

DeepSeek R1

389 GB378.1 GB file

32K 388 GB · 128K 395 GB

DeepSeek v3 0324

389 GB378.1 GB file

32K 388 GB · 128K 395 GB

Q4_1

DeepSeek R1

389 GB419.9 GB file

32K 388 GB · 128K 395 GB

DeepSeek v3 0324

389 GB419.9 GB file

32K 388 GB · 128K 395 GB

Q4_K_S

DeepSeek R1

389 GB380.0 GB file

32K 388 GB · 128K 395 GB

DeepSeek v3 0324

389 GB380.0 GB file

32K 388 GB · 128K 395 GB

Q5_K_S

DeepSeek R1

474 GB461.8 GB file

32K 473 GB · 128K 480 GB

DeepSeek v3 0324

475 GB461.8 GB file

32K 473 GB · 128K 480 GB

BF16

DeepSeek R1

1373 GB1342.3 GB file

32K 1372 GB · 128K 1378 GB

DeepSeek v3 0324

1373 GB1342.3 GB file

32K 1372 GB · 128K 1379 GB

How to run each

Specifications

Specifications of DeepSeek R1 and DeepSeek v3 0324
SpecDeepSeek R1DeepSeek v3 0324
PublisherDeepSeekDeepSeek
Parameters684.5B684.5B
Active parameters40B per token40B per token
ArchitectureDeepseekV3ForCausalLMDeepseekV3ForCausalLM
Context160K tokens160K tokens
ModalitiesChat, Reasoning, Function-callingChat, Function-calling
LicenseMITMIT
ReleasedJan 2025Mar 2025

Frequently Asked Questions

Which is better, DeepSeek R1 or DeepSeek v3 0324?

DeepSeek R1 leads llmrun Score 99.0 to 93.9 (ranges overlap); neither fits 24 GB. Choose DeepSeek R1 for higher llmrun Score and stronger at reasoning.

Which needs less VRAM, DeepSeek R1 or DeepSeek v3 0324?

At Q4_K_M, DeepSeek R1 requires 414.6 GB while DeepSeek v3 0324 needs 414.6 GB, making DeepSeek R1 the easier model to run on your local setup.

Can I run DeepSeek R1 or DeepSeek v3 0324 on a 16 GB GPU?

DeepSeek R1 does not fit (smallest quant needs 189.7 GB); DeepSeek v3 0324 does not fit (smallest quant needs 189.7 GB).

Which has a longer context window, DeepSeek R1 or DeepSeek v3 0324?

DeepSeek R1 supports 163,840 tokens and DeepSeek v3 0324 supports 163,840 tokens.

DeepSeek R1 vs DeepSeek v3 0324 — VRAM & GPU Comparison | llmrun