- Rank
- #106
- Total Output Tokens
- 687,692
- Response Time (avg)
- 87.39s
- Total Cost
- $0.000
Ling 3.1 Flash (high) vs Qwen3.5 Plus 2026-04-20 (medium)
Ling 3.1 Flash (high) leads on average score with 7.9 vs 7.7. Ling 3.1 Flash (high) has the lower benchmark cost at $0.000 vs $0.435. Qwen3.5 Plus 2026-04-20 (medium) is faster at 54.06s vs 87.39s, with pass rates of 69.6% vs 65.2%.
Compared models
- Rank
- #116
- Total Output Tokens
- 200,348
- Response Time (avg)
- 54.06s
- Total Cost
- $0.435
Recommended model
Qwen3.5 Plus 2026-04-20 (medium)
Its score stays close to the best score here (7.7 vs 7.9), while responding about 1.6x faster than Ling 3.1 Flash (high).
Detailed comparison
| Metric | Ling 3.1 Flash Ling 3.1 Flash high | Qwen3.5 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 medium |
|---|---|---|
| Score | 7.9 | 7.7 |
| Rank | #106 | #116 |
| Reliability | 9.8 | 9.7 |
| Consistency | 9.3 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 69.6% | 65.2% |
| Flaky tests | 2 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 3.481 |
| Total Cost | $0.000 | $0.435 |
| Input Price | $0.000 / 1M | $0.300 / 1M |
| Output Price | $0.000 / 1M | $1.800 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | $0.375 / 1M |
| Total Input Tokens | 324,691 | 176,539 |
| Output Tokens | 181,251 | 4,419 |
| Reasoning Tokens | 506,441 | 195,929 |
| Response Time (avg) | 87.39s | 54.06s |
| Response Time (max) | 665.85s | 203.01s |
| Response Time (total) | 2010.08s | 1189.36s |
| Parameters | 560B total (25B active) | ~397B total (~17B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#106 Ling 3.1 Flash
high- Cost
- $0.000
- Time
- 181.1s
- Tokens
- 21,073 tok
#116 Qwen3.5 Plus 2026-04-20
medium- Cost
- $0.008
- Time
- 76.7s
- Tokens
- 4,355 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 87.42s | 204,838 | 9,381 | 8,546 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 203.01s | 134,433 | 2,139 | 26,086 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.44s | 750 | 1,219 | 3,505 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 10.84s | 672 | 215 | 7,748 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 8.2 | 7.2 | 88.9% | 1 | 83.41s | 8,298 | 17,470 | 54,626 | |
| Qwen3.5 Plus 2026-04-20 | 6.2 | 8.7 | 33.3% | 0 | 125.25s | 7,630 | 308 | 58,682 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 6.3 | 10.0 | 50.0% | 0 | 351.19s | 90,556 | 44,145 | 153,951 | |
| Qwen3.5 Plus 2026-04-20 | 6.5 | 10.0 | 50.0% | 0 | 92.41s | 14,934 | 483 | 17,490 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 17.38s | 8,016 | 1,517 | 3,710 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 38.32s | 7,782 | 270 | 14,668 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 222.88s | 837 | 94,527 | 212,965 | |
| Qwen3.5 Plus 2026-04-20 | 2.9 | 7.2 | 11.1% | 1 | 57.36s | 780 | 63 | 31,644 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.9 | 9.4 | 0.0% | 0 | 7.82s | 546 | 38 | 2,140 | |
| Qwen3.5 Plus 2026-04-20 | 4.9 | 9.6 | 0.0% | 0 | 25.30s | 516 | 125 | 4,792 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.31s | 744 | 349 | 1,746 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 20.25s | 699 | 103 | 7,689 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 37.46s | 747 | 5,017 | 29,548 | |
| Qwen3.5 Plus 2026-04-20 | 8.2 | 7.2 | 88.9% | 1 | 17.67s | 696 | 338 | 9,800 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 2.8 | 2.1 | 33.3% | 1 | 38.25s | 9,131 | 2,943 | 9,161 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 14.72s | 8,193 | 348 | 2,164 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 81.83s | 228 | 4,645 | 26,543 | |
| Qwen3.5 Plus 2026-04-20 | 3.0 | 10.0 | 0.0% | 0 | 92.57s | 204 | 27 | 15,166 |
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