- Rank
- #160
- Total Output Tokens
- 269,351
- Response Time (avg)
- 105.03s
- Total Cost
- $0.101
Gemma 4 26B A4B (medium) vs LongCat 2.0 (high)
Gemma 4 26B A4B (medium) leads on average score with 7.3 vs 7.3. Gemma 4 26B A4B (medium) has the lower benchmark cost at $0.101 vs $0.778. Gemma 4 26B A4B (medium) is faster at 105.03s vs 151.67s, with pass rates of 71.0% vs 53.6%.
Compared models
- Rank
- #165
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.778
Recommended model
Gemma 4 26B A4B (medium)
It has the best score here (7.3), while costing about 7.7x less than LongCat 2.0 (high).
Detailed comparison
| Metric | Gemma 4 26B A4B Gemma 4 26B A4B medium Free Available | LongCat 2.0 LongCat 2.0 high |
|---|---|---|
| Score | 7.3 | 7.3 |
| Rank | #160 | #165 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.6 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 53.6% |
| Flaky tests | 1 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 0.679 | 5.681 |
| Total Cost | $0.101 | $0.778 |
| Input Price | $0.090 / 1M | $0.300 / 1M |
| Output Price | $0.300 / 1M | $1.200 / 1M |
| Cache Read Price | $0.050 / 1M | $0.006 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 224,367 | 275,080 |
| Output Tokens | 27,095 | 32,447 |
| Reasoning Tokens | 242,256 | 372,188 |
| Response Time (avg) | 105.03s | 151.67s |
| Response Time (max) | 912.19s | 941.66s |
| Response Time (total) | 2310.63s | 3488.43s |
| Parameters | 25.2B total (3.8B active) | 1.6T total (48B active) |
| Availability | Open source | Open source |
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.
#160 Gemma 4 26B A4B
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#165 LongCat 2.0
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 107.12s | 146,839 | 1,047 | 14,658 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 116.07s | 181,669 | 1,977 | 16,016 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 6.20s | 816 | 1,142 | 3,045 | |
| LongCat 2.0 | 8.9 | 8.1 | 91.7% | 1 | 7.76s | 588 | 303 | 3,300 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 2.9 | 10.0 | 0.0% | 0 | 272.54s | 5,062 | 14,838 | 44,567 | |
| LongCat 2.0 | 7.8 | 9.3 | 66.7% | 0 | 505.33s | 6,913 | 244 | 192,377 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 6.3 | 10.0 | 50.0% | 0 | 492.87s | 54,390 | 5,451 | 132,113 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 167.13s | 68,941 | 4,934 | 49,558 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 16.51s | 8,334 | 1,567 | 2,827 | |
| LongCat 2.0 | 3.6 | 5.8 | 33.3% | 1 | 10.98s | 7,653 | 197 | 2,714 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 5.3 | 7.2 | 44.4% | 1 | 35.14s | 494 | 481 | 15,212 | |
| LongCat 2.0 | 3.6 | 7.2 | 22.2% | 1 | 433.73s | 505 | 23,928 | 86,947 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 29.76s | 567 | 25 | 5,075 | |
| LongCat 2.0 | 5.1 | 10.0 | 0.0% | 0 | 17.00s | 480 | 111 | 1,748 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 17.54s | 777 | 887 | 4,470 | |
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 6.96s | 657 | 78 | 1,726 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 5.79s | 801 | 410 | 2,128 | |
| LongCat 2.0 | 3.1 | 7.4 | 11.1% | 1 | 9.18s | 636 | 379 | 2,778 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 9.01s | 6,096 | 450 | 1,256 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.02s | 6,840 | 249 | 505 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 3.0 | 10.0 | 0.0% | 0 | 180.87s | 191 | 797 | 16,905 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 |
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