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Dola Seed 2.1 TurbovsLongCat Flash Chat

Dola Seed 2.1 Turbo leads 1 of 1 shared benchmark. Dola Seed 2.1 Turbo has the larger context window (256K tokens).

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

Shared benchmarks
1 – 0
Dola Seed 2.1 Turbo leads
Cheaper per token
list price, input + output
Larger context
Dola Seed 2.1 Turbo
256K tokens
Provider uptime (30d)
— · —
ByteDance Seed · Meituan LongCat
Dola Seed 2.1 Turbo
ByteDance Seed · released 2026-07-13
textvisionvideo
Context
256K
Max out
Input /1M
$0.5
Output /1M
$2.5
Cached /1M
$0.1
Scores
26 · 2 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

BenchmarkDola Seed 2.1 TurboLongCat Flash ChatΔEdge
Reported by both · 1
BeyondAIME88% 43% +45 ptDola Seed 2.1 Turbo
Only Dola Seed 2.1 Turbo reports · 25
Agent Startup Bench54% not reported
BabyVision62.9% not reported
CharXiv-RQ82.5% not reported
CharXiv-RQ (with tools)83.6% not reported
ERQA71.3% not reported
KINA46.6% not reported
MathVision90.1% not reported
MathVision (with tools)92.7% not reported
Minerva Video Reasoning65.9% not reported
MMLongBench 128K76.9% not reported
MMMU-Pro80.1% not reported
MMMU-Pro (with tools)82.2% not reported
NL2Repo-Bench43.7% not reported
OVOBench79.2% not reported
SuperGPQA67.4% not reported
SWE-Atlas30.6% not reported
Terminal-Bench 2.167.6% not reported
TOMATO56.8% not reported
VideoMME89% not reported
VideoSimpleQA71.4% not reported
Workspace Bench54.7% not reported
WorldVQA48.6% not reported
xDailyBench56.4% not reported
ZEROBench11% not reported
ZEROBench (with tools)20% not reported
Only LongCat Flash Chat reports · 30
SWE-bench Verifiednot reported60.4%
GPQA Diamondnot reported73.23%
MMLUnot reported89.71%
MMLU-Pronot reported82.68%
AIME 2025not reported61.25%
LMArena Elonot reported1422.9
AceBenchnot reported76.1%
AIME 2024not reported70.42%
ArenaHard-V2not reported86.5%
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 Dola Seed 2.1 Turbo 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

SpecDola Seed 2.1 TurboLongCat Flash ChatEdge
Context window256K tokens128K tokensDola Seed 2.1 Turbo
Max output
Input price / 1M$0.5
Output price / 1M$2.5
Cached input / 1M$0.1
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$3
Modalitiestext · vision · videotextDola Seed 2.1 Turbo
Released2026-07-132025-09-01
Cited benchmark scores2631
Reliability

Provider status

All providers
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