Qwen3 235B A22B vs Seed Oss 36B Instruct
Wins 1 of 6 areas
Facts
Wins 3 of 6 areas
Agents · Long documents · Following instructions
Seed Oss 36B Instruct wins more areas, narrowly.Qwen3 235B A22B is better at facts.
Scores updated · 26 tests both models report · How we compare
Where each one wins
Tests won in each of the six areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.
- AgentsCarrying out multi-step tasks on its own01Seed Oss 36B Instruct1 of 1 test
- Long documentsFinding answers in very long texts01Seed Oss 36B Instruct1 of 1 test
- Following instructionsDoing exactly what it is asked01Seed Oss 36B Instruct1 of 1 test
- FactsGetting facts right instead of making them up10Qwen3 235B A22B1 of 2 tests · 1 tie
- CodingWriting and fixing software11Even1 each · 1 tie
- ReasoningHard problems that need careful thinking11Even1 each · 1 tie
Agents, long documents and following instructions rest on a single test each.
What it costs
Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.
Seed Oss 36B Instruct costs 78% less for the same work.
The biggest differences
The three tests each model wins by the widest margin. Scores are out of 100.
Where Seed Oss 36B Instruct pulls ahead
- Recent programming contest problemsLiveCodeBench v6+30.4points ahead
- Follows unfamiliar, precisely checkable instructionsIFBench+3.2points ahead
- Graduate-level biology, physics and chemistry questionsGPQA Diamond+2.6points ahead
Where Qwen3 235B A22B pulls ahead
- Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+8.8points ahead
- Code for real scientific research problemsSciCode+3.4points ahead
- Very hard expert questions across many subjectsHumanity's Last Exam+1.1points ahead
Every test, side by side
All 26 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingEven
- LiveCodeBench v6Seed Oss 36B Instruct by 30.43767.4+30.4
- SciCodeQwen3 235B A22B by 3.439.936.5+3.4
- Terminal-Bench Hardtie6.16.8tie
ReasoningEven
- GPQA DiamondSeed Oss 36B Instruct by 2.67072.6+2.6
- Humanity's Last ExamQwen3 235B A22B by 1.1119.9+1.1
- CritPttie00tie
FactsQwen3 235B A22B
- AA-Omniscience · Non-hallucinationQwen3 235B A22B by 8.822.413.6+8.8
- AA-Omniscience · Accuracytie18.518.2tie
Long documentsSeed Oss 36B Instruct
- AA-LCRSeed Oss 36B Instruct by 61.3061.3+61.3
Following instructionsSeed Oss 36B Instruct
- IFBenchSeed Oss 36B Instruct by 3.238.741.9+3.2
Other results15 tests, not counted
Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.
- τ²-Bench Telecom (AA run)Seed Oss 36B Instruct by 25.42449.4+25.4
- MMLU-ProSeed Oss 36B Instruct by 14.568.282.7+14.5
- TAU-bench (retail)Seed Oss 36B Instruct by 11.858.670.4+11.8
- SuperGPQASeed Oss 36B Instruct by 11.644.155.7+11.6
- TAU-bench (airline)Seed Oss 36B Instruct by 11.334.746+11.3
- AA Agentic IndexSeed Oss 36B Instruct by 9.318.427.7+9.3
- MMMLUQwen3 235B A22B by 8.386.778.4+8.3
- AA-OmniscienceQwen3 235B A22B by 7.8-44.7-52.5+7.8
- AIME 2024Seed Oss 36B Instruct by 685.791.7+6
- SimpleQAQwen3 235B A22B by 3.513.29.7+3.5
- AIME 2025Seed Oss 36B Instruct by 3.281.584.7+3.2
- AA IntelligenceSeed Oss 36B Instruct by 2.69.512.1+2.6
- IFEvalSeed Oss 36B Instruct by 2.683.285.8+2.6
- Artificial Analysis Coding Indextie17.416.7tie
- MMLUtie8787.4tie
Questions people ask
Which is better, Qwen3 235B A22B or Seed Oss 36B Instruct?
Seed Oss 36B Instruct wins three of the six areas where both have results: agents, long documents and following instructions. Qwen3 235B A22B wins facts. They are level on coding and reasoning.
Which is better for coding?
Neither. They win 1 coding test each of the 3 both models report, and 1 is a tie.
Which is cheaper?
Qwen3 235B A22B costs $0.70 per million input tokens and $2.80 per million output tokens; Seed Oss 36B Instruct costs $0.21 and $0.57. That makes Seed Oss 36B Instruct about 78% cheaper for the same work.
How do you compare the two?
We use the 26 benchmark tests both models have published scores on. The verdict counts the 11 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 15 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.