Preference · ByteDance

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

Seed-OSS Base scores 1360.4 on Arena Elo, placing it #343 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
1360.4
0–100 scale
Rank
#343
of 600
Percentile
43th
within the index
Benchmark avg
1349.9
all models
Leader
1501.9
Claude Opus 4.5 Max
Gap to leader
141.5
points

Score distribution

The chart shows the top 10 models on Arena Elo, with Seed-OSS Base 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 Base sits at #343 of 600. The leader, Claude Opus 4.5 Max, scores 1501.9, so the gap to the top is 141.5 points. The median model in this index scores 1373.8, which puts Seed-OSS Base below the midpoint.

ByteDance models average 1366.2 on this benchmark. Seed-OSS Base is 5.8 points below that provider line, so it is a weaker result than the average ByteDance model.

Among open-weight models, the average is 1338.0. Seed-OSS Base is 22.4 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 1360.4 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 $3.14 per million input tokens, Seed-OSS Base 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
ERNIE 4.5 Mini Baidu 32768 $8.62 71.0
Firesearch Pro Fireworks AI 32768 $7.67 70.4
Firesearch Max Fireworks AI 8192 $7.80 69.9
Llama 3 Novita Base Novita AI 8192 $3.06 70.3
Seed-OSS Base ByteDance 16384 $3.14 72.2
Reka Core Mini Reka AI 8192 $7.48 70.1
Fusion Max OpenRouter 65536 $9.14 72.5

Other benchmarks for Seed-OSS Base

BenchmarkScoreRankPercentileRelative
MMLU-Pro 75.8 311 48th
GPQA Diamond 68.1 311 48th
SWE-bench Verified 60.5 317 47th
HumanEval 78.1 288 52th
MATH-500 73.4 353 41th
AIME 2025 67.2 310 48th
LiveCodeBench 65.5 283 53th
IFEval 79.0 356 41th
TruthfulQA 74.0 353 41th
HellaSwag 83.7 296 51th
MMMU 68.5 337 44th

FAQ

What score does Seed-OSS Base get on Arena Elo?

Seed-OSS Base scores 1360.4 on Arena Elo in this index. The benchmark average is 1349.9 and the top score is 1501.9.

How does Seed-OSS Base rank on Arena Elo?

It ranks #343 of 600 models, in the 43rd percentile. The leader is Claude Opus 4.5 Max at 1501.9.

Is Seed-OSS Base 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 Base cost?

Seed-OSS Base costs $3.14 per million input tokens and $11.67 per million output tokens.

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