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Compare / head-to-head

DeepSeek R1vsDeepSeek V3

DeepSeek R1 leads 7 of 7 shared benchmarks. Both offer a 128K-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
7 – 0
DeepSeek R1 leads
Cheaper per token
list price, input + output
Larger context
Tie
both 128K tokens
Provider uptime (30d)
100%
DeepSeek
DeepSeek R1
DeepSeek · released 2025-01-20
text
Context
128K
Max out
33K
Input /1M
Output /1M
Cached /1M
Scores
8 · 7 core
DeepSeek V3
DeepSeek · released 2024-12-26
text
Context
128K
Max out
8K
Input /1M
Output /1M
Cached /1M
Scores
8 · 7 core
Quality

Benchmark matrix

BenchmarkDeepSeek R1DeepSeek V3ΔEdge
Reported by both · 7
SWE-bench Verified49.2% 42% +7.2 ptDeepSeek R1
GPQA Diamond71.5% 59.1% +12.4 ptDeepSeek R1
MMLU90.8% 88.5% +2.3 ptDeepSeek R1
MMLU-Pro84% 75.9% +8.1 ptDeepSeek R1
AIME 202570% matharena25% matharena+45 ptDeepSeek R1
LMArena Elo1372.6 1332.4 +40.2DeepSeek R1
OTIS Mock AIME 2024-2025 (Epoch AI run)53.3% epoch15.8% epoch+37.5 ptDeepSeek R1
Only DeepSeek R1 reports · 0
DeepSeek R1 reports nothing DeepSeek V3 does not.
Only DeepSeek V3 reports · 0
DeepSeek V3 reports nothing DeepSeek R1 does not.
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is DeepSeek R1 minus DeepSeek V3 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecDeepSeek R1DeepSeek V3Edge
Context window128K tokens128K tokensTie
Max output33K tokens8K tokensDeepSeek R1
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2025-01-202024-12-26
Cited benchmark scores88
Reliability

DeepSeek status

All providers
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Which one wins on your data?

Public benchmarks are a starting point. Run DeepSeek R1 and DeepSeek V3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.