- Rank
- #125
- Total Output Tokens
- 384,093
- Response Time (avg)
- 100.65s
- Total Cost
- $1.275
Seed-2.0-Code (medium) vs Inkling Small (high)
The average score is effectively tied at 7.4 vs 7.4. Inkling Small (high) has the lower benchmark cost at $0.402 vs $1.275. Inkling Small (high) is faster at 29.10s vs 100.65s, with pass rates of 65.2% vs 66.7%.
Compared models
- Rank
- #128
- Total Output Tokens
- 298,893
- Response Time (avg)
- 29.10s
- Total Cost
- $0.402
Recommended model
Inkling Small (high)
It has the best score here (7.4), while costing about 3.2x less than Seed-2.0-Code (medium).
Detailed comparison
| Metric | Seed-2.0-Code Seed-2.0-Code medium | Inkling Small Inkling Small high Free Available |
|---|---|---|
| Score | 7.4 | 7.4 |
| Rank | #125 | #128 |
| Reliability | 8.0 | 10.0 |
| Consistency | 7.4 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 66.7% |
| Flaky tests | 7 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 11.587 | 2.868 |
| Total Cost | $1.275 | $0.402 |
| Input Price | $0.500 / 1M | $0.450 / 1M |
| Output Price | $3.000 / 1M | $1.200 / 1M |
| Total Input Tokens | 244,499 | 85,669 |
| Output Tokens | 8,744 | 6,092 |
| Reasoning Tokens | 375,349 | 292,801 |
| Response Time (avg) | 100.65s | 29.10s |
| Response Time (max) | 626.58s | 122.60s |
| Response Time (total) | 2314.88s | 669.40s |
| Parameters | ~200B total (~20B active) | 276B total (12B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#125 Seed-2.0-Code
medium- Cost
- $0.026
- Time
- 122.8s
- Tokens
- 8,630 tok
#128 Thinking Machines: Inkling Small
high- Cost
- $0.006
- Time
- 34.7s
- Tokens
- 4,735 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 10.0 | 10.0 | 100.0% | 0 | 91.69s | 168,463 | 1,477 | 11,173 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 23ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 6.9 | 9.5 | 50.0% | 0 | 45.98s | 866 | 1,510 | 25,661 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 6.30s | 702 | 335 | 9,678 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 8.9 | 7.8 | 88.9% | 1 | 89.94s | 8,247 | 496 | 44,062 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 93.23s | 7,374 | 463 | 120,474 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 4.7 | 1.6 | 66.7% | 2 | 102.33s | 51,040 | 3,883 | 19,423 | |
| Inkling Small | 9.9 | 10.0 | 100.0% | 0 | 40.41s | 61,630 | 4,001 | 28,812 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 7.3 | 8.9 | 50.0% | 0 | 18.78s | 6,281 | 215 | 2,479 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 3.99s | 7,068 | 216 | 2,763 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 5.3 | 7.2 | 44.4% | 1 | 429.77s | 984 | 13 | 255,148 | |
| Inkling Small | 5.3 | 10.0 | 33.3% | 0 | 56.28s | 804 | 69 | 84,578 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 4.8 | 3.2 | 33.3% | 1 | 11.41s | 582 | 210 | 1,477 | |
| Inkling Small | 5.3 | 10.0 | 0.0% | 0 | 3.62s | 501 | 153 | 1,395 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 9.8 | 10.0 | 100.0% | 0 | 10.34s | 834 | 72 | 1,214 | |
| Inkling Small | 9.8 | 10.0 | 100.0% | 0 | 3.94s | 708 | 94 | 2,742 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 8.2 | 7.2 | 88.9% | 1 | 34.30s | 894 | 689 | 11,526 | |
| Inkling Small | 4.8 | 4.4 | 44.5% | 2 | 14.39s | 714 | 482 | 18,286 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 4.7 | 1.6 | 66.7% | 1 | 36.36s | 6,216 | 173 | 972 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 2.91s | 5,949 | 249 | 577 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 3.0 | 10.0 | 0.0% | 0 | 66.56s | 92 | 6 | 2,214 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 49.27s | 219 | 30 | 23,496 |
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