- Rank
- #343
- Total Output Tokens
- 950,683
- Response Time (avg)
- 75.68s
- Total Cost
- $0.000
Ling 3.0 Tiny (high) vs Qwen3 Coder Next (medium)
Qwen3 Coder Next (medium) leads on average score with 4.6 vs 3.8. Ling 3.0 Tiny (high) has the lower benchmark cost at $0.000 vs $0.034. Qwen3 Coder Next (medium) is faster at 9.07s vs 75.68s, with pass rates of 24.2% vs 25.8%.
Compared models
- Rank
- #324
- Total Output Tokens
- 19,069
- Response Time (avg)
- 9.07s
- Total Cost
- $0.034
Recommended model
Qwen3 Coder Next (medium)
It has the best score here (4.6), while responding about 8.3x faster than Ling 3.0 Tiny (high).
Detailed comparison
| Metric | Ling 3.0 Tiny Ling 3.0 Tiny high | Qwen3 Coder Next Qwen3 Coder Next medium |
|---|---|---|
| Score | 3.8 | 4.6 |
| Rank | #343 | #324 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.8 | 8.6 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 24.2% | 25.8% |
| Flaky tests | 3 | 4 |
| Total Runs | 66 | 66 |
| Cost per result | 0.000 | 1.058 |
| Total Cost | $0.000 | $0.034 |
| Input Price | $0.000 / 1M | $0.120 / 1M |
| Output Price | $0.000 / 1M | $0.800 / 1M |
| Total Input Tokens | 115,314 | 148,203 |
| Output Tokens | 133,965 | 19,069 |
| Reasoning Tokens | 816,718 | 0 |
| Response Time (avg) | 75.68s | 9.07s |
| Response Time (max) | 345.15s | 81.80s |
| Response Time (total) | 1589.20s | 154.19s |
| Parameters | 7.9B total (1.3B active) | 80B total (3B active) |
| Availability | Open source | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#343 Ling 3.0 Tiny
high
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 169.5s
- Tokens
- 5,252 tok
#324 Qwen3 Coder Next
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 6.4 | 7.9 | 58.3% | 1 | 24.93s | 750 | 5,102 | 94,893 | |
| Qwen3 Coder Next | 3.5 | 8.1 | 16.7% | 1 | 8.64s | 645 | 1,252 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 2.9 | 10.0 | 0.0% | 0 | 177.65s | 7,767 | 59,320 | 177,922 | |
| Qwen3 Coder Next | 3.7 | 7.2 | 22.2% | 1 | 924ms | 7,185 | 336 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 179.85s | 87,658 | 19,652 | 152,168 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 14.65s | 121,413 | 16,067 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 2.8 | 10.0 | 0.0% | 0 | 4.16s | 8,016 | 1,561 | 5,372 | |
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 81.80s | 7,758 | 246 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 2.9 | 7.2 | 11.1% | 1 | 70.12s | 648 | 22,445 | 155,528 | |
| Qwen3 Coder Next | 3.6 | 7.2 | 22.2% | 1 | 570ms | 762 | 25 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 5.4 | 2.5 | 66.7% | 1 | 60.50s | 546 | 4,900 | 61,589 | |
| Qwen3 Coder Next | 6.3 | 3.4 | 66.7% | 1 | 1.39s | 498 | 142 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 6.8 | 9.4 | 50.0% | 0 | 3.10s | 744 | 618 | 1,444 | |
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.49s | 684 | 63 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 54.15s | 731 | 10,323 | 78,452 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 1.25s | 678 | 671 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 10.0 | 10.0 | 100.0% | 0 | 5.76s | 8,226 | 379 | 711 | |
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.64s | 8,364 | 255 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 213.35s | 228 | 9,665 | 88,639 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 399ms | 216 | 12 | 0 |
Quick Compare
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