- Rank
- #136
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.569
LongCat 2.0 (high) vs Qwen3.5 Plus 2026-02-15 (medium)
LongCat 2.0 (high) leads on average score with 7.3 vs 7.2. Qwen3.5 Plus 2026-02-15 (medium) has the lower benchmark cost at $0.567 vs $0.569. Qwen3.5 Plus 2026-02-15 (medium) is faster at 97.68s vs 151.67s, with pass rates of 53.6% vs 72.5%.
Compared models
- Rank
- #140
- Total Output Tokens
- 302,730
- Response Time (avg)
- 97.68s
- Total Cost
- $0.567
Recommended model
Qwen3.5 Plus 2026-02-15 (medium)
Its score stays close to the best score here (7.2 vs 7.3), while responding about 1.6x faster than LongCat 2.0 (high).
Detailed comparison
| Metric | LongCat 2.0 LongCat 2.0 high | Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 medium |
|---|---|---|
| Score | 7.3 | 7.2 |
| Rank | #136 | #140 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.5 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 53.6% | 72.5% |
| Flaky tests | 4 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 5.681 | 4.047 |
| Total Cost | $0.569 | $0.567 |
| Input Price | $0.300 / 1M | $0.260 / 1M |
| Output Price | $1.200 / 1M | $1.560 / 1M |
| Total Input Tokens | 275,080 | 249,486 |
| Output Tokens | 32,447 | 14,481 |
| Reasoning Tokens | 372,188 | 288,249 |
| Response Time (avg) | 151.67s | 97.68s |
| Response Time (max) | 941.66s | 304.85s |
| Response Time (total) | 3488.43s | 1562.81s |
| Parameters | 1.6T total (48B active) | ~397B total (~17B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#136 LongCat 2.0
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
#140 Qwen3.5 Plus 2026-02-15
medium- Cost
- $0.011
- Time
- 125.5s
- Tokens
- 7,040 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 |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 116.07s | 181,669 | 1,977 | 16,016 | |
| Qwen3.5 Plus 2026-02-15 | 6.1 | 3.1 | 66.7% | 1 | 186.40s | 135,917 | 4,658 | 23,363 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 8.9 | 8.1 | 91.7% | 1 | 7.76s | 588 | 303 | 3,300 | |
| Qwen3.5 Plus 2026-02-15 | 8.2 | 7.9 | 83.3% | 1 | 45.78s | 672 | 205 | 21,236 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 7.8 | 9.3 | 66.7% | 0 | 505.33s | 6,913 | 244 | 192,377 | |
| Qwen3.5 Plus 2026-02-15 | 6.6 | 7.1 | 44.4% | 1 | 180.70s | 6,950 | 420 | 80,595 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 167.13s | 68,941 | 4,934 | 49,558 | |
| Qwen3.5 Plus 2026-02-15 | 6.9 | 5.9 | 66.7% | 1 | 175.85s | 87,576 | 8,085 | 69,183 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.6 | 5.8 | 33.3% | 1 | 10.98s | 7,653 | 197 | 2,714 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 46.91s | 7,782 | 270 | 14,916 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.6 | 7.2 | 22.2% | 1 | 433.73s | 505 | 23,928 | 86,947 | |
| Qwen3.5 Plus 2026-02-15 | 5.3 | 7.2 | 44.4% | 1 | 55.99s | 453 | 35 | 30,685 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 5.1 | 10.0 | 0.0% | 0 | 17.00s | 480 | 111 | 1,748 | |
| Qwen3.5 Plus 2026-02-15 | 4.7 | 1.6 | 66.7% | 1 | 79.86s | 344 | 73 | 8,675 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 6.96s | 657 | 78 | 1,726 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 31.93s | 699 | 101 | 7,704 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.1 | 7.4 | 11.1% | 1 | 9.18s | 636 | 379 | 2,778 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 32.50s | 696 | 301 | 13,853 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.02s | 6,840 | 249 | 505 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 7.54s | 8,193 | 309 | 909 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 | |
| Qwen3.5 Plus 2026-02-15 | 3.0 | 10.0 | 0.0% | 0 | 103.81s | 204 | 24 | 17,130 |
Quick Compare
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