Instruction following · ByteDance

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

Seed-OSS Base scores 79.0 on IFEval, placing it #356 of 600 models in the index. The benchmark average is 78.6 and the leader is Claude Opus 4.5 Pro at 96.1.

Score
79.0
0–100 scale
Rank
#356
of 600
Percentile
41th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
17.1
points

Score distribution

The chart shows the top 10 models on IFEval, with Seed-OSS Base highlighted. Longer bars mean higher scores.

Claude Opus 4.5 Pro 96.1
Claude Opus 4.5 Reasoning 95.9
GPT-5.2 Pro 95.6
GPT-5.2 Max 95.2
GPT-5.2 Reasoning 95.0
GPT-5.1 Pro 94.8
Gemini 3 Pro Max 94.7
GPT-5.1 Reasoning 94.6
Claude Opus 4.5 Max 94.5
o4 Reasoning 94.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
2 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
3 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9
8 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 o4 Reasoning OpenAI 1000000 $19.69 87.5

What this score means

On IFEval, Seed-OSS Base sits at #356 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 17.1 points. The median model in this index scores 81.2, which puts Seed-OSS Base below the midpoint.

ByteDance models average 79.8 on this benchmark. Seed-OSS Base is 0.8 points below that provider line, so it is a weaker result than the average ByteDance model.

Among open-weight models, the average is 77.0. Seed-OSS Base is 2.0 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 79.0 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 IFEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Phi-3.5 Chat Microsoft 16384 $2.64 69.0
Phi-3.5 Instruct Microsoft 16384 $2.67 70.1
Arctic Snowflake 8192 $2.72 68.8
Llama 3 Hyperbolic Base Hyperbolic 32768 $3.02 71.1
Seed-OSS Base ByteDance 16384 $3.14 72.2
Arctic Instruct Snowflake 65536 $2.83 70.6
ERNIE 4.5 Mini Baidu 32768 $8.62 71.0

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
TruthfulQA 74.0 353 41th
HellaSwag 83.7 296 51th
MMMU 68.5 337 44th
Arena Elo 1360.4 343 43th

FAQ

What score does Seed-OSS Base get on IFEval?

Seed-OSS Base scores 79.0 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Seed-OSS Base rank on IFEval?

It ranks #356 of 600 models, in the 41st percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Seed-OSS Base good at IFEval?

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 IFEval score calculated?

IFEval is a instruction following 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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