- Rank
- #400
- Total Output Tokens
- 868,004
- Response Time (avg)
- 63.15s
- Total Cost
- $0.000
Ling 3.0 Tiny (low) 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 (low) is faster at 63.15s vs 371.69s, with pass rates of 18.8% 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 (low)
It has the best score here (3.7), while responding about 5.9x faster than Xing4.0 29b A4b (medium).
Detailed comparison
| Metric | Ling 3.0 Tiny Ling 3.0 Tiny low | Xing4.0 29b A4b Xing4.0 29b A4b medium Free Available |
|---|---|---|
| Score | 3.7 | 3.7 |
| Rank | #400 | #398 |
| Reliability | 9.6 | 7.3 |
| Consistency | 9.7 | 6.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 18.8% | 26.1% |
| Flaky tests | 1 | 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 | 99,662 | 98,467 |
| Output Tokens | 146,555 | 3,385 |
| Reasoning Tokens | 732,977 | 104,595 |
| Response Time (avg) | 63.15s | 371.69s |
| Response Time (max) | 252.08s | 971.85s |
| Response Time (total) | 1389.35s | 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.
#400 Ling 3.0 Tiny
low
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 200.0s
- Tokens
- 5,030 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 | 21ms | 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 | 6.5 | 10.0 | 50.0% | 0 | 25.30s | 750 | 5,100 | 94,884 | |
| 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 | 170.73s | 7,619 | 56,012 | 170,220 | |
| 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 | 134.79s | 72,165 | 19,498 | 125,503 | |
| 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 | 4.82s | 8,016 | 1,531 | 6,288 | |
| 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 | 3.0 | 10.0 | 0.0% | 0 | 72.15s | 637 | 36,585 | 146,171 | |
| 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 | 5.1 | 3.4 | 33.3% | 1 | 29.35s | 546 | 4,876 | 30,522 | |
| 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 | 6.6 | 10.0 | 50.0% | 0 | 3.09s | 744 | 611 | 1,404 | |
| 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 | 32.49s | 731 | 12,171 | 68,764 | |
| 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 | 5.94s | 8,226 | 380 | 708 | |
| 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 | 213.54s | 228 | 9,791 | 88,513 | |
| Xing4.0 29b A4b | 3.0 | 10.0 | 0.0% | 0 | 755.91s | 61 | 3 | 2,239 |
Quick Compare
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