- Rank
- #399
- Total Output Tokens
- 939,018
- Response Time (avg)
- 72.24s
- Total Cost
- $0.000
Ling 3.0 Tiny (high) vs Xing4.0 29b A4b (medium)
The average score is effectively tied at 3.7 vs 3.7. Benchmark cost is effectively tied at $0.000 vs $0.000. Ling 3.0 Tiny (high) is faster at 72.24s vs 371.69s, with pass rates of 23.2% vs 26.1%.
Compared models
- Rank
- #398
- Total Output Tokens
- 107,980
- Response Time (avg)
- 371.69s
- Total Cost
- $0.000
Recommended model
Ling 3.0 Tiny (high)
It has the best score here (3.7), while responding about 5.1x faster than Xing4.0 29b A4b (medium).
Detailed comparison
| Metric | Ling 3.0 Tiny Ling 3.0 Tiny high | Xing4.0 29b A4b Xing4.0 29b A4b medium Free Available |
|---|---|---|
| Score | 3.7 | 3.7 |
| Rank | #399 | #398 |
| Reliability | 10.0 | 7.3 |
| Consistency | 8.9 | 6.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 23.2% | 26.1% |
| Flaky tests | 3 | 11 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.000 |
| Total Cost | $0.000 | $0.000 |
| Input Price | $0.000 / 1M | $0.000 / 1M |
| Output Price | $0.000 / 1M | $0.000 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 115,314 | 98,467 |
| Output Tokens | 133,965 | 3,385 |
| Reasoning Tokens | 816,718 | 104,595 |
| Response Time (avg) | 72.24s | 371.69s |
| Response Time (max) | 345.15s | 971.85s |
| Response Time (total) | 1589.23s | 8548.88s |
| Parameters | 7.9B total (1.3B active) | 29B total (4B 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.
#399 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
#398 Xing4.0 29b A4b
medium
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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 28ms | 0 | 0 | 0 | |
| Xing4.0 29b A4b | 3.0 | 10.0 | 0.0% | 0 | 579.54s | 54,965 | 405 | 5,479 |
| 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 | |
| Xing4.0 29b A4b | 3.8 | 1.6 | 50.0% | 4 | 145.43s | 487 | 582 | 14,049 |
| 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 | |
| Xing4.0 29b A4b | 4.2 | 5.1 | 33.3% | 2 | 798.00s | 1,889 | 502 | 27,115 |
| 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 | |
| Xing4.0 29b A4b | 3.0 | 10.0 | 0.0% | 0 | 898.87s | 20,856 | 736 | 25,295 |
| 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 | |
| Xing4.0 29b A4b | 2.9 | 5.9 | 16.7% | 1 | 147.51s | 8,397 | 283 | 7,766 |
| 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 | |
| Xing4.0 29b A4b | 3.6 | 7.2 | 22.2% | 1 | 381.86s | 264 | 6 | 4,373 |
| 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 | |
| Xing4.0 29b A4b | 3.2 | 9.9 | 0.0% | 0 | 121.15s | 528 | 87 | 2,517 |
| 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 | |
| Xing4.0 29b A4b | 4.3 | 6.8 | 16.7% | 1 | 25.45s | 300 | 56 | 1,280 |
| 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 | |
| Xing4.0 29b A4b | 2.9 | 4.4 | 22.2% | 2 | 257.08s | 537 | 222 | 13,616 |
| 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 | |
| Xing4.0 29b A4b | 10.0 | 10.0 | 100.0% | 0 | 56.09s | 10,183 | 503 | 866 |
| 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 | |
| Xing4.0 29b A4b | 3.0 | 10.0 | 0.0% | 0 | 755.91s | 61 | 3 | 2,239 |
Quick Compare
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