Preference · ByteDance

Seed-OSS 8B on Arena Elo: score, rank and what it means

Seed-OSS 8B scores 1267.1 on Arena Elo, placing it #465 of 600 models in the index. The benchmark average is 1349.9 and the leader is Claude Opus 4.5 Max at 1501.9.

Score
1267.1
0–100 scale
Rank
#465
of 600
Percentile
23th
within the index
Benchmark avg
1349.9
all models
Leader
1501.9
Claude Opus 4.5 Max
Gap to leader
234.8
points

Score distribution

The chart shows the top 10 models on Arena Elo, with Seed-OSS 8B highlighted. Longer bars mean higher scores.

Claude Opus 4.5 Max 1501.9
GPT-5.2 Reasoning 1500.4
GPT-5.2 Turbo 1500.3
Claude Opus 4.5 Reasoning 1497.5
GPT-5.2 Max 1495.3
Gemini 3 Pro Turbo 1494.9
Grok 4 Max 1491.4
Claude Opus 4.5 1491.2
GPT-5.1 Pro 1490.0
Grok 4 Reasoning 1487.6

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
2 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
3 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
4 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
5 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
6 Gemini 3 Pro Turbo Google DeepMind 400000 $19.62 86.4
7 Grok 4 Max xAI 2000000 $19.70 86.6
8 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
9 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
10 Grok 4 Reasoning xAI 2000000 $19.67 87.8

What this score means

On Arena Elo, Seed-OSS 8B sits at #465 of 600. The leader, Claude Opus 4.5 Max, scores 1501.9, so the gap to the top is 234.8 points. The median model in this index scores 1373.8, which puts Seed-OSS 8B below the midpoint.

ByteDance models average 1366.2 on this benchmark. Seed-OSS 8B is 99.1 points below that provider line, so it is a weaker result than the average ByteDance model.

Among small open-weight models, the average is 1224.7. Seed-OSS 8B is 42.4 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 1267.1 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $1.05 per million input tokens, Seed-OSS 8B is below the median input price of $4.00 across the 600 models scored on Arena Elo. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Llama 3.3 7B Meta AI 8192 $1.18 57.8
GLM-4.5 8B Zhipu AI 32768 $1.46 61.3
Llama 3 Baseten 8B Baseten 4096 $1.02 57.0
Reka Flash Nano Reka AI 16384 $3.93 61.0
Seed-OSS 8B ByteDance 8192 $1.05 57.1
Llama 4 Scout 8B Meta AI 8192 $1.46 61.2
Firefunction Nano Fireworks AI 16384 $3.07 58.1

Other benchmarks for Seed-OSS 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 64.3 464 23th
GPQA Diamond 54.5 473 21th
SWE-bench Verified 40.6 516 14th
HumanEval 61.3 480 20th
MATH-500 58.6 483 20th
AIME 2025 43.4 519 14th
LiveCodeBench 46.0 487 19th
IFEval 69.3 471 22th
TruthfulQA 62.3 499 17th
HellaSwag 70.9 524 13th
MMMU 56.6 479 20th

FAQ

What score does Seed-OSS 8B get on Arena Elo?

Seed-OSS 8B scores 1267.1 on Arena Elo in this index. The benchmark average is 1349.9 and the top score is 1501.9.

How does Seed-OSS 8B rank on Arena Elo?

It ranks #465 of 600 models, in the 23rd percentile. The leader is Claude Opus 4.5 Max at 1501.9.

Is Seed-OSS 8B good at Arena Elo?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.

How is the Arena Elo score calculated?

Arena Elo is a preference benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does Seed-OSS 8B cost?

Seed-OSS 8B costs $1.05 per million input tokens and $5.47 per million output tokens.

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