- Rank
- #81
- Total Output Tokens
- 648,854
- Response Time (avg)
- 88.74s
- Total Cost
- $0.000
Ling 3.1 Flash (medium) vs GPT-5.6 Terra (high)
GPT-5.6 Terra (high) leads on average score with 8.3 vs 8.3. Ling 3.1 Flash (medium) has the lower benchmark cost at $0.000 vs $0.698. GPT-5.6 Terra (high) is faster at 13.62s vs 88.74s, with pass rates of 71.0% vs 69.6%.
Compared models
- Rank
- #76
- Total Output Tokens
- 60,065
- Response Time (avg)
- 13.62s
- Total Cost
- $0.698
Recommended model
GPT-5.6 Terra (high)
It has the best score here (8.3), while responding about 6.5x faster than Ling 3.1 Flash (medium).
Detailed comparison
| Metric | Ling 3.1 Flash Ling 3.1 Flash medium | GPT-5.6 Terra GPT-5.6 Terra high |
|---|---|---|
| Score | 8.3 | 8.3 |
| Rank | #81 | #76 |
| Reliability | 9.6 | 10.0 |
| Consistency | 8.8 | 9.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 69.6% |
| Flaky tests | 3 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 8.674 |
| Total Cost | $0.000 | $0.698 |
| Input Price | $0.000 / 1M | $2.000 / 1M |
| Output Price | $0.000 / 1M | $12.000 / 1M |
| Cache Read Price | N/A | $0.200 / 1M |
| Cache Write Price | N/A | $2.500 / 1M |
| Total Input Tokens | 369,495 | 197,239 |
| Output Tokens | 172,852 | 6,083 |
| Reasoning Tokens | 476,002 | 53,982 |
| Response Time (avg) | 88.74s | 13.62s |
| Response Time (max) | 567.88s | 91.49s |
| Response Time (total) | 2041.10s | 313.21s |
| Parameters | 560B total (25B active) | ~1T total (~60B 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.
#81 Ling 3.1 Flash
medium- Cost
- $0.000
- Time
- 101.1s
- Tokens
- 11,607 tok
#76 GPT-5.6 Terra
high- Cost
- $0.055
- Time
- 30.2s
- Tokens
- 3,748 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 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 100.10s | 233,792 | 12,506 | 12,249 | |
| GPT-5.6 Terra | 10.0 | 10.0 | 100.0% | 0 | 66.44s | 116,183 | 1,028 | 2,949 |
| 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 | 4.24s | 750 | 1,152 | 3,396 | |
| GPT-5.6 Terra | 8.3 | 10.0 | 75.0% | 0 | 2.54s | 606 | 158 | 700 |
| Coding | 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 | 87.15s | 8,298 | 19,577 | 62,002 | |
| GPT-5.6 Terra | 7.6 | 7.2 | 77.8% | 1 | 9.14s | 7,302 | 370 | 6,087 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 6.6 | 9.1 | 50.0% | 0 | 306.46s | 106,402 | 26,806 | 100,471 | |
| GPT-5.6 Terra | 8.7 | 6.9 | 83.3% | 1 | 13.72s | 57,848 | 3,461 | 3,174 |
| 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 | 20.92s | 8,016 | 1,334 | 3,754 | |
| GPT-5.6 Terra | 10.0 | 10.0 | 100.0% | 0 | 938ms | 7,140 | 222 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 2.9 | 7.2 | 11.1% | 1 | 262.25s | 837 | 100,307 | 228,869 | |
| GPT-5.6 Terra | 5.3 | 10.0 | 33.3% | 0 | 42.65s | 732 | 70 | 32,239 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 5.3 | 10.0 | 0.0% | 0 | 7.28s | 546 | 152 | 1,820 | |
| GPT-5.6 Terra | 5.1 | 10.0 | 0.0% | 0 | 3.03s | 477 | 113 | 216 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 9.8 | 10.0 | 100.0% | 0 | 3.57s | 744 | 323 | 1,317 | |
| GPT-5.6 Terra | 10.0 | 10.0 | 100.0% | 0 | 2.14s | 660 | 96 | 319 |
| Puzzle Solving | 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 | 42.32s | 747 | 5,455 | 40,080 | |
| GPT-5.6 Terra | 7.7 | 10.0 | 66.7% | 0 | 5.45s | 642 | 277 | 2,613 |
| 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 | 47.17s | 9,135 | 3,850 | 12,018 | |
| GPT-5.6 Terra | 10.0 | 10.0 | 100.0% | 0 | 4.97s | 5,454 | 258 | 168 |
| 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 | 32.55s | 228 | 1,390 | 10,026 | |
| GPT-5.6 Terra | 3.0 | 10.0 | 0.0% | 0 | 23.30s | 195 | 30 | 5,517 |
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