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DeepSeek V3vsLongCat Flash Chat

LongCat Flash Chat leads 6 of 6 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
0 – 6
LongCat Flash Chat leads
Cheaper per token
list price, input + output
Larger context
Tie
both 128K tokens
Provider uptime (30d)
100% · —
DeepSeek · Meituan LongCat
DeepSeek V3
DeepSeek · released 2024-12-26
text
Context
128K
Max out
8K
Input /1M
Output /1M
Cached /1M
Scores
8 · 7 core
LongCat Flash Chat
Meituan LongCat · released 2025-09-01
text
Context
128K
Max out
Input /1M
Output /1M
Cached /1M
Scores
31 · 9 core
Quality

Benchmark matrix

BenchmarkDeepSeek V3LongCat Flash ChatΔEdge
Reported by both · 6
SWE-bench Verified42% 60.4% -18.4 ptLongCat Flash Chat
GPQA Diamond59.1% 73.23% -14.1 ptLongCat Flash Chat
MMLU88.5% 89.71% -1.2 ptLongCat Flash Chat
MMLU-Pro75.9% 82.68% -6.8 ptLongCat Flash Chat
AIME 202525% matharena61.25% -36.2 ptLongCat Flash Chat
LMArena Elo1332.4 1422.9 -90.5LongCat Flash Chat
Only DeepSeek V3 reports · 1
OTIS Mock AIME 2024-2025 (Epoch AI run)15.8% epochnot reported
Only LongCat Flash Chat reports · 25
AceBenchnot reported76.1%
AIME 2024not reported70.42%
ArenaHard-V2not reported86.5%
BeyondAIMEnot reported43%
C-Evalnot reported90.44%
CMMLUnot reported84.34%
COLLIEnot reported57.1%
DROPnot reported79.06%
GraphWalks-128knot reported51.05%
HumanEval+not reported88.41%
IFEvalnot reported89.65%
LiveCodeBenchnot reported48.02%
MATH500not reported96.4%
MBPP+not reported79.63%
Meeseeks-zhnot reported43.03%
Safety: Criminalnot reported91.24%
Safety: Harmfulnot reported83.98%
Safety: Misinformationnot reported81.72%
Safety: Privacynot reported93.98%
Tau2-Bench (airline)not reported58%
Tau2-Bench (retail)not reported71.27%
Tau2-Bench (telecom)not reported73.68%
TerminalBenchnot reported39.51%
VitaBenchnot reported24.3%
ZebraLogicnot reported89.3%
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 V3 minus LongCat Flash Chat 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 V3LongCat Flash ChatEdge
Context window128K tokens128K tokensTie
Max output8K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2024-12-262025-09-01
Cited benchmark scores831
Reliability

Provider status

All providers
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