- Rank
- #356
- Total Output Tokens
- 923,276
- Response Time (avg)
- 64.99s
- Total Cost
- $0.000
Ling 3.0 Tiny (medium) vs KAT Coder AIR V2.5
KAT Coder AIR V2.5 leads on average score with 4.4 vs 3.6. Ling 3.0 Tiny (medium) has the lower benchmark cost at $0.000 vs $0.070. KAT Coder AIR V2.5 is faster at 11.96s vs 64.99s, with pass rates of 23.2% vs 34.8%.
Compared models
- Rank
- #334
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
Recommended model
KAT Coder AIR V2.5
It has the best score here (4.4), while responding about 5.4x faster than Ling 3.0 Tiny (medium).
Detailed comparison
| Metric | Ling 3.0 Tiny Ling 3.0 Tiny medium | KAT Coder AIR V2.5 KAT Coder AIR V2.5 none |
|---|---|---|
| Score | 3.6 | 4.4 |
| Rank | #356 | #334 |
| Reliability | 9.6 | 10.0 |
| Consistency | 8.9 | 7.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 23.2% | 34.8% |
| Flaky tests | 3 | 7 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 1.382 |
| Total Cost | $0.000 | $0.070 |
| Input Price | $0.000 / 1M | $0.150 / 1M |
| Output Price | $0.000 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 103,898 | 69,376 |
| Output Tokens | 148,304 | 97,752 |
| Reasoning Tokens | 774,972 | 0 |
| Response Time (avg) | 64.99s | 11.96s |
| Response Time (max) | 262.20s | 121.05s |
| Response Time (total) | 1429.68s | 275.18s |
| Parameters | 7.9B total (1.3B active) | ~35B total (~3B active) |
| Availability | Open source | 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.
#356 Ling 3.0 Tiny
medium
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 177.4s
- Tokens
- 6,873 tok
#334 KAT Coder AIR V2.5
none- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 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 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 24ms | 0 | 0 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.07s | 0 | 0 | 0 |
| 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 | 6.5 | 10.0 | 50.0% | 0 | 23.73s | 750 | 5,103 | 94,884 | |
| KAT Coder AIR V2.5 | 5.3 | 5.6 | 50.0% | 2 | 2.68s | 672 | 3,044 | 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 | 211.99s | 7,948 | 70,838 | 206,006 | |
| KAT Coder AIR V2.5 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 16,918 | 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 | 139.78s | 76,108 | 17,871 | 126,497 | |
| KAT Coder AIR V2.5 | 3.8 | 1.6 | 50.0% | 2 | 73.00s | 43,170 | 50,768 | 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 | 2.7 | 5.7 | 16.7% | 1 | 4.41s | 8,016 | 2,014 | 6,755 | |
| KAT Coder AIR V2.5 | 6.3 | 5.8 | 66.7% | 1 | 2.66s | 7,776 | 1,268 | 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 | 3.0 | 10.0 | 0.0% | 0 | 81.40s | 637 | 21,709 | 187,100 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 8.33s | 780 | 11,657 | 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 | 3.8 | 2.5 | 33.3% | 1 | 31.77s | 546 | 4,275 | 30,975 | |
| KAT Coder AIR V2.5 | 5.0 | 10.0 | 0.0% | 0 | 12.02s | 516 | 656 | 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 | 10.0 | 50.0% | 0 | 3.00s | 744 | 610 | 1,436 | |
| KAT Coder AIR V2.5 | 9.9 | 10.0 | 100.0% | 0 | 1.75s | 699 | 858 | 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 | 3.6 | 7.2 | 22.2% | 1 | 34.65s | 747 | 15,561 | 85,029 | |
| KAT Coder AIR V2.5 | 2.9 | 4.4 | 22.2% | 2 | 1.84s | 696 | 1,255 | 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 | 4.91s | 8,226 | 380 | 708 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.13s | 8,391 | 1,560 | 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 | 100.96s | 176 | 9,943 | 35,582 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.96s | 204 | 9,768 | 0 |
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