Benchmark Almanac

Seed2.0 Pro

Seed2.0 Pro ranks first on 10 of the 129 benchmarks with five or more models scored.

ByteDance Seed Released February 14th, 2026 Family Seed 2 The lab's model card Compare with others
188
Benchmarks with a score
10
Ranked first, out of five or more models
40
In the top three
ByteDance Seed Feb 2026

Seed2.0 Pro

Closed weights Flagship

149.9 #94 of 404
Self-Reported Index, from the lab's own numbers. No Epoch Capabilities Index score yet.
  • MMMU-Pro 78.2% #26 /90
  • SciCode 48.5% #13 /49
  • BFCL V4 73.4% #2 /30

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
MMLU-Pro 87% #11 of 167 Lab model card
LMArena (Elo) 1,457 #53 of 335 Official leaderboard
MultiChallenge 68.3% #7 of 42 Lab model card
LongBench v2 63.8% #6 of 35 Lab model card
Humanity's Last Exam 54.2% #28 of 154 Lab model card
Global PIQA 92.3% #3 of 14 Lab model card
HallusionBench 68% #7 of 31 Lab model card
SuperGPQA 68.7% #8 of 35 Lab model card
HLE-Verified 73.6% #1 of 4 Lab model card
SimpleVQA 71.4% #8 of 30 Lab model card
MMMLU 88.1% #20 of 71 Lab model card
GraphWalks 83.3% #9 of 27 Lab model card
Visual Aesthetic Benchmark 33.3% #6 of 18 Official leaderboard
FRAMES 84.5% #3 of 9 Lab model card
WideSearch 74.7% #7 of 19 Lab model card
COLLIE 93.9% #5 of 12 Lab model card
Seal-0 49.5% #3 of 7 Lab model card
CL-bench Life 15.5% #7 of 16 Official leaderboard
CL-bench 20.8% #3 of 6 Lab model card
Video SimpleQA 71.9% #2 of 4 Lab model card
Complex Workflow (ByteDance Seed in-house) 64.7% #1 of 2 Lab model card
LPFQA 52.6% #1 of 2 Lab model card
MARS-Bench 85.6% #1 of 2 Lab model card
Inverse IFEval 78.9% #2 of 3 Lab model card
SimpleQA Verified 36% #15 of 22 Lab model card
MRCR v2 54% #21 of 30 Lab model card
MMLongBench 74.8% #3 of 4 Lab model card
Extended NYT Connections 28.4% #82 of 103 Official leaderboard
LongFact 92.8% #4 of 5 Lab model card
LongFact-Concepts 92.8% #4 of 4 Lab model card
LongFact-Objects 92.9% #4 of 4 Lab model card
Chinese Complex Instruction Following (ByteDance Seed in-house) 75.3% #1 of 1 Lab model card
CodeSimpleQA 58% #1 of 1 Lab model card
Encyclo-K 65.7% #1 of 1 Lab model card
FActScore precision 71.2% #1 of 1 Lab model card

Math and science

BenchmarkScoreRankSource
AIME 2025 98.3% #14 of 143 Lab model card
Beyond AIME 86.5% #2 of 14 Lab model card
HMMT 2025 97.3% #8 of 54 Lab model card
GPQA Diamond 88.9% #45 of 302 Lab model card
IMO-AnswerBench 89.3% #6 of 37 Lab model card
KOR-Bench 77.5% #1 of 4 Lab model card
IMO 2025 83.3% #2 of 6 Lab model card
CMO 2025 114.0 #1 of 3 Lab model card
HMMT Nov 2025 93.3% #10 of 28 Lab model card
PHYBench 74% #2 of 5 Lab model card
AIME 2026 94.2% #16 of 38 Lab model card
FrontierScience 74% #4 of 8 Lab model card
ARC-AGI 85.4% #11 of 21 Lab model card
Echo General AI Prediction Leaderboard 996 #11 of 17 Official leaderboard
PhyX 72.1% #2 of 3 Lab model card
ARC-AGI-2 37.5% #19 of 24 Lab model card
xbench-ScienceQA 69.2% #23 of 29 Official leaderboard
PutnamBench 35.5% #6 of 7 Lab model card
MathArena (Apex, IMO, USAMO) 20.3% #12 of 12 Lab model card
FrontierScience-Research 25% #5 of 5 Lab model card
HiPhO 74.1% #4 of 4 Lab model card
FrontierScience-Olympiad 74% #2 of 2 Lab model card
ProcBench 96.6% #1 of 1 Lab model card

Coding

BenchmarkScoreRankSource
Codeforces rating 3,020 #5 of 47 Lab model card
LiveCodeBench v6 87.8% #11 of 90 Lab model card
Aider Polyglot 80% #4 of 30 Lab model card
SWE-bench Verified 76.5% #37 of 155 Lab model card
SciCode 48.5% #13 of 49 Lab model card
Multi-SWE-bench 45.2% #4 of 10 Lab model card
ArtifactsBench 66.6% #2 of 5 Lab model card
AInstein-SWE-Bench 47.7% #1 of 2 Lab model card
SWE-bench Multilingual 71.7% #41 of 73 Lab model card
OJBench 54.9% #5 of 8 Official leaderboard
AetherCode 60.6% #2 of 3 Lab model card
SWE-Lancer 49.4% #8 of 10 Lab model card
Vision2Web S2-2026 21.5% #8 of 9 Official leaderboard
SWE-Bench Pro 46.9% #73 of 81 Lab model card
NL2Repo-Bench 27.9% #29 of 30 Lab model card
EvoCode-Bench 1.90% #13 of 13 Official leaderboard
HarnessDev 29.8% #6 of 6 Official leaderboard
SWE-EVO 8.50% #1 of 1 Lab model card

Agents and tools

BenchmarkScoreRankSource
BrowseComp-ZH 82.4% #1 of 19 Lab model card
BFCL V4 73.4% #2 of 30 Lab model card
MobileWorld 50.2% #2 of 18 Official leaderboard
VitaBench 2.0 47.4% #2 of 17 Official leaderboard
tau2-bench 92.3% #12 of 79 Lab model card
VITA-Bench 47% #3 of 16 Lab model card
GameHorizon 71.4 #12 of 37 Official leaderboard
LisanBench 1753.0 #47 of 133 Official leaderboard
ClawProBench 61.1% #18 of 49 Official leaderboard
MM-BrowseComp 48.8% #2 of 5 Lab model card
BrowseComp 77.3% #37 of 81 Lab model card
AutoResearchBench 6.80% #6 of 13 Official leaderboard
Terminal-Bench 2.0 55.8% #30 of 63 Lab model card
MobileGym 52% #2 of 4 Official leaderboard
Customer Support Q&A (ByteDance Seed in-house) 72.4% #1 of 2 Lab model card
DeepConsult 61.1% #1 of 2 Lab model card
DeepResearch Bench 53.3% #1 of 2 Lab model card
MCPMark 54.7% #6 of 10 Lab model card
DeepSearchQA 77.4% #16 of 23 Lab model card
DeepPlanning 21.6% #11 of 15 Official leaderboard
PACT 1,491 #21 of 26 Official leaderboard
TERMS-Bench 0.52 #11 of 11 Official leaderboard
ResearchRubrics 50.7% #6 of 6 Lab model card
DeR2 Bench 58.2% #1 of 1 Lab model card
MineDojo 49% #1 of 1 Lab model card

Professional work

BenchmarkScoreRankSource
FinSearchComp 70.2% #2 of 7 Lab model card
XpertBench 64.5% #1 of 3 Lab model card
Education (ByteDance Seed in-house) 62.8% #1 of 2 Lab model card
Information Extraction (ByteDance Seed in-house) 52% #1 of 2 Lab model card
SpreadsheetBench Verified 79.1% #1 of 2 Lab model card
HealthBench 57.7% #20 of 31 Lab model card
FORTE 57.7% #18 of 21 Official leaderboard
HealthBench Hard 29.1% #19 of 21 Lab model card
Compositional Tasks (ByteDance Seed in-house) 59.1% #1 of 1 Lab model card
GDPVal-Diamond 21.3% #1 of 1 Lab model card
Text Classification (ByteDance Seed in-house) 69% #1 of 1 Lab model card

Vision, audio and robotics

BenchmarkScoreRankSource
MMMU 85.4% #3 of 103 Lab model card
MeasureBench Real-world 41.7% #1 of 19 Official leaderboard
MeasureBench Synthetic 39.2% #1 of 19 Official leaderboard
MathVista 89.8% #4 of 70 Lab model card
Video-MME 89.5% #3 of 51 Lab model card
VideoMME v2 (with subtitles) 43.3% #2 of 31 Official leaderboard
BLINK 79.5% #2 of 29 Lab model card
VLMs Are Blind 98.6% #1 of 14 Lab model card
MuirBench 81.8% #1 of 12 Lab model card
MMStar 83% #4 of 36 Lab model card
MotionBench 75.2% #1 of 9 Lab model card
Vibe-Eval 81.4% #1 of 9 Lab model card
RefSpatial-Bench 72.6% #2 of 16 Lab model card
Video-MMMU 86.9% #5 of 36 Lab model card
LogicVista 81.9% #2 of 14 Lab model card
TempCompass 89.6% #1 of 7 Lab model card
RealWorldQA 86% #6 of 38 Lab model card
All-Angles Bench 72.1% #1 of 6 Lab model card
LongVideoBench 80.3% #2 of 11 Lab model card
MMVU 78.2% #5 of 26 Lab model card
EgoTempo 71.8% #1 of 5 Lab model card
MMLongBench-Doc 61.4% #4 of 19 Lab model card
MATH-Vision (MathVision) 88.8% #11 of 51 Lab model card
ERQA 68.5% #9 of 36 Lab model card
CiteVQA 44.1% #4 of 16 Official leaderboard
ChartQA Pro 71.2% #2 of 8 Lab model card
CC-OCR-Bench-V2 73% #4 of 15 Official leaderboard
CharXiv (DQ) 93.5% #2 of 7 Lab model card
TreeBench 64.7% #2 of 7 Lab model card
VisuLogic 47.4% #2 of 7 Lab model card
MMMU-Pro 78.2% #26 of 90 Lab model card
LVBench 76.4% #9 of 31 Lab model card
Vision Arena 1,256 #40 of 136 Official leaderboard
MTVQA-Test 51.1% #2 of 6 Lab model card
Video-Holmes 67.4% #2 of 6 Lab model card
ContPhy 67.4% #1 of 3 Lab model card
Point-Bench 81.4% #1 of 3 Lab model card
VideoReasonBench 77.8% #1 of 3 Lab model card
CountBench 95.5% #11 of 28 Lab model card
OVBench 69.2% #2 of 5 Lab model card
OVO-Bench 77% #2 of 5 Lab model card
Scientists' First Exam (SFE) 55.6% #2 of 5 Lab model card
BabyVision 60.6% #11 of 27 Official leaderboard
CharXiv 80.5% #33 of 75 Lab model card
OCRBench v2 62.5% #10 of 22 Lab model card
MDPBench 74.2 #6 of 12 Official leaderboard
DUDE 72.4% #2 of 4 Lab model card
LiveSports-3K 78% #2 of 4 Lab model card
XLRS-Bench 54.6% #2 of 4 Lab model card
MME-CC 57% #1 of 2 Lab model card
MORSE-500 37.4% #1 of 2 Lab model card
ODV-Bench 72.5% #1 of 2 Lab model card
VPCT 76% #1 of 2 Lab model card
ZeroVideo 14.5% #1 of 2 Lab model card
DynaMath 68.9% #14 of 23 Lab model card
MINERVA 66.5% #4 of 6 Lab model card
MMSI-Bench 32.5% #4 of 6 Lab model card
CG-Bench 65% #2 of 3 Lab model card
EMMA 72% #2 of 3 Lab model card
HLE-VL 39.2% #2 of 3 Lab model card
TVBench 75% #5 of 7 Lab model card
WorldVQA 49.9% #7 of 9 Lab model card
TOMATO 59.9% #4 of 5 Lab model card
VLMsAreBiased 77.4% #4 of 5 Lab model card
ZeroBench 12% #25 of 31 Lab model card
VisFactor 36.8% #4 of 4 Lab model card
CrossVid 60.3% #3 of 3 Lab model card
ViSpeak-Bench 78.5% #3 of 3 Lab model card
VideoEval-Pro 48% #2 of 2 Lab model card
LongDocURL 74.7% #1 of 1 Lab model card
Math Kangaroo 2025 (MathArena) 90.5% #1 of 1 Lab model card
MathCanvas-Bench 61.9% #1 of 1 Lab model card
ViVerBench 75.9% #1 of 1 Lab model card

Safety and security

BenchmarkScoreRankSource
BIOBench (ByteDance Seed) 53.5% #1 of 2 Lab model card
SUPERChem 51.6% #5 of 5 Lab model card
BABE 50% #2 of 2 Lab model card

Its lab's numbers put it at 149.9, number 94 of 404

The Self-Reported Index fits one score to the 71 capability results ByteDance Seed reported for this model, on the scale of the Epoch Capabilities Index. Labs choose which benchmarks to show and how to run them, so read it as the lab's claim, not an independent measurement. The 90% interval runs from 148.7 to 151.2. How we compute it.

Its lab's numbers next to 3 leaderboards

Where the benchmark's own leaderboard, or Epoch AI's run, also has this model. Gaps mostly come from different harnesses, effort levels and task subsets. Every pair.

Benchmark Lab says Board says Gap
BabyVision 60.6% BabyVision 60.6% Leaderboard, high Same
MATH-Vision (MathVision) 88.8% MathVision 88.8% Leaderboard Same
MMLU-Pro 87% MMLU-Pro 87% Leaderboard Same

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.

Its system card

Every result in the longer documents the lab published with it. 69 of them aren't in the launch post.

Capabilities

Health