AI BENCHY Compare
ByteDance Seed: Seed-2.0-Mini vs Google: Gemini 2.5 Flash
Compare:
Last updated at: 2026-03-03
| Metric | ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-14 | Google: Gemini 2.5 Flash none Release: 2025-06-17 |
|---|---|---|
| Rank | #26 | #36 |
| Avg Score | 6.13 | 5.34 |
| Consistency | 8.91 | 9.40 |
| Cost per result | 0.177 | 0.107 |
| Total Cost | $0.013 | $0.007 |
| Tests Correct | ||
| Attempt pass rate | 59.5% | 47.6% |
| Flaky tests | 2 | 1 |
| Output Tokens | 1,353 | 826 |
| Reasoning Tokens | 24,362 | 0 |
Score vs Total Cost
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 7.00 | 9.99 | 66.7% | 0 | 354 | 9,352 | |
| Google: Gemini 2.5 Flash | 1.00 | 10.00 | 0.0% | 0 | 99 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 9.88 | 10.00 | 100.0% | 0 | 246 | 2,743 | |
| Google: Gemini 2.5 Flash | 9.88 | 10.00 | 100.0% | 0 | 279 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 1.00 | 10.00 | 0.0% | 0 | 0 | 0 | |
| Google: Gemini 2.5 Flash | 4.00 | 7.21 | 55.6% | 1 | 12 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 8.00 | 9.99 | 50.0% | 0 | 69 | 2,050 | |
| Google: Gemini 2.5 Flash | 8.00 | 9.99 | 50.0% | 0 | 70 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 5.33 | 4.91 | 77.8% | 2 | 462 | 4,982 | |
| Google: Gemini 2.5 Flash | 4.67 | 10.00 | 33.3% | 0 | 132 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 10.00 | 10.00 | 100.0% | 0 | 222 | 5,235 | |
| Google: Gemini 2.5 Flash | 10.00 | 10.00 | 100.0% | 0 | 234 | 0 |
Quick Compare
Switch Comparison Pair
Seed-2.0-MinimediumvsGLM 5noneSeed-2.0-MinimediumvsQwen3.5 Plus 2026-02-15noneClaude Sonnet 4.6nonevsSeed-2.0-MinimediumGemini 2.5 FlashnonevsMiniMax M2.5mediumGemini 2.5 Flashnonevsgpt-oss-120bmediumFree AvailableGemini 2.5 FlashnonevsGPT-5 MinimediumGemini 2.5 FlashnonevsQwen3.5-FlashmediumGemini 2.5 FlashnonevsGPT-5 NanomediumGemini 2.5 FlashnonevsQwen3.5-35B-A3BmediumGemini 2.5 FlashnonevsMiMo-V2-FlashmediumClaude Opus 4.6mediumvsGemini 2.5 FlashnoneSeed-2.0-MinimediumvsQwen3.5-122B-A10Bnone