- Rank
- #152
- Total Output Tokens
- 618,331
- Response Time (avg)
- 87.39s
- Total Cost
- $0.000
Ling 3.1 Flash (high) vs GLM 5.3 FlashX Legal (max)
The average score is effectively tied at 7.9 vs 7.9. Ling 3.1 Flash (high) has the lower benchmark cost at $0.000 vs $0.819. GLM 5.3 FlashX Legal (max) is faster at 65.28s vs 87.39s, with pass rates of 69.6% vs 71.0%.
Compared models
- Rank
- #147
- Total Output Tokens
- 571,211
- Response Time (avg)
- 65.28s
- Total Cost
- $0.819
Recommended model
GLM 5.3 FlashX Legal (max)
It has the strongest score in this comparison (7.9) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | Ling 3.1 Flash Ling 3.1 Flash high | GLM 5.3 FlashX Legal GLM 5.3 FlashX Legal max |
|---|---|---|
| Score | 7.9 | 7.9 |
| Rank | #152 | #147 |
| Reliability | 9.8 | 9.7 |
| Consistency | 9.3 | 8.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 69.6% | 71.0% |
| Flaky tests | 2 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 5.846 |
| Total Cost | $0.000 | $0.819 |
| Input Price | $0.000 / 1M | $0.370 / 1M |
| Output Price | $0.000 / 1M | $1.250 / 1M |
| Cache Read Price | N/A | $0.075 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 324,691 | 282,144 |
| Output Tokens | 181,251 | 6,078 |
| Reasoning Tokens | 506,441 | 565,133 |
| Response Time (avg) | 87.39s | 65.28s |
| Response Time (max) | 665.85s | 516.19s |
| Response Time (total) | 2010.08s | 1501.49s |
| Parameters | 560B total (25B active) | ~320B total (~18B active) |
| Availability | Closed | 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.
#152 Ling 3.1 Flash
high- Cost
- $0.000
- Time
- 181.1s
- Tokens
- 21,073 tok
#147 GLM 5.3 FlashX Legal
max
OpenRouter returned no showcase content (finish_reason: length).
- Cost
- $0.082
- Time
- 408.0s
- Tokens
- 65,656 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 87.42s | 204,838 | 9,381 | 8,546 | |
| GLM 5.3 FlashX Legal | 6.1 | 3.1 | 66.7% | 1 | 93.32s | 168,647 | 1,383 | 19,414 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.44s | 750 | 1,219 | 3,505 | |
| GLM 5.3 FlashX Legal | 8.2 | 7.9 | 83.3% | 1 | 1.62s | 639 | 155 | 1,365 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 8.2 | 7.2 | 88.9% | 1 | 83.41s | 8,298 | 17,470 | 54,626 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 47.87s | 7,317 | 385 | 62,514 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 6.3 | 10.0 | 50.0% | 0 | 351.19s | 90,556 | 44,145 | 153,951 | |
| GLM 5.3 FlashX Legal | 7.3 | 5.8 | 83.3% | 1 | 55.52s | 87,875 | 2,726 | 46,237 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 17.38s | 8,016 | 1,517 | 3,710 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 4.09s | 7,149 | 247 | 3,168 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 222.88s | 837 | 94,527 | 212,965 | |
| GLM 5.3 FlashX Legal | 3.0 | 10.0 | 0.0% | 0 | 350.03s | 759 | 366 | 408,079 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.9 | 9.4 | 0.0% | 0 | 7.82s | 546 | 38 | 2,140 | |
| GLM 5.3 FlashX Legal | 4.7 | 3.1 | 33.3% | 1 | 3.28s | 498 | 165 | 965 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.31s | 744 | 349 | 1,746 | |
| GLM 5.3 FlashX Legal | 9.9 | 10.0 | 100.0% | 0 | 2.94s | 678 | 72 | 954 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 37.46s | 747 | 5,017 | 29,548 | |
| GLM 5.3 FlashX Legal | 8.2 | 7.7 | 77.8% | 1 | 4.83s | 672 | 328 | 3,897 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 2.8 | 2.1 | 33.3% | 1 | 38.25s | 9,131 | 2,943 | 9,161 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 6.17s | 7,703 | 231 | 601 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 81.83s | 228 | 4,645 | 26,543 | |
| GLM 5.3 FlashX Legal | 3.0 | 10.0 | 0.0% | 0 | 59.00s | 207 | 20 | 17,939 |
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