- Rank
- #99
- Total Output Tokens
- 571,666
- Response Time (avg)
- 88.74s
- Total Cost
- $0.000
Ling 3.1 Flash (medium) vs Nemotron 3.5 Lightning (low)
Ling 3.1 Flash (medium) leads on average score with 8.3 vs 4.6. Ling 3.1 Flash (medium) has the lower benchmark cost at $0.000 vs $0.175. Nemotron 3.5 Lightning (low) is faster at 83.19s vs 88.74s, with pass rates of 71.0% vs 40.6%.
Compared models
- Rank
- #381
- Total Output Tokens
- 647,336
- Response Time (avg)
- 83.19s
- Total Cost
- $0.175
Recommended model
Ling 3.1 Flash (medium)
It has the strongest score in this comparison (8.3) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | Ling 3.1 Flash Ling 3.1 Flash medium | Nemotron 3.5 Lightning Nemotron 3.5 Lightning low Free Available |
|---|---|---|
| Score | 8.3 | 4.6 |
| Rank | #99 | #381 |
| Reliability | 9.6 | 9.5 |
| Consistency | 8.8 | 6.8 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 40.6% |
| Flaky tests | 3 | 9 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.000 |
| Total Cost | $0.000 | $0.175 |
| Input Price | $0.000 / 1M | $0.060 / 1M |
| Output Price | $0.000 / 1M | $0.160 / 1M |
| Cache Read Price | N/A | $0.030 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 369,495 | 207,883 |
| Output Tokens | 172,852 | 144,718 |
| Reasoning Tokens | 476,002 | 525,897 |
| Response Time (avg) | 88.74s | 83.19s |
| Response Time (max) | 567.88s | 597.61s |
| Response Time (total) | 2041.10s | 1913.41s |
| Parameters | 560B total (25B active) | 30B total (3B active) |
| Availability | Closed | Weights available |
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.
#99 Ling 3.1 Flash
medium- Cost
- $0.000
- Time
- 101.1s
- Tokens
- 11,607 tok
#381 Nemotron 3.5 Lightning
low- Cost
- $0.000
- Time
- 32.2s
- Tokens
- 6,089 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 | 100.10s | 233,792 | 12,506 | 12,249 | |
| Nemotron 3.5 Lightning | 3.5 | 8.3 | 0.0% | 0 | 597.61s | 69,091 | 1,746 | 3,695 |
| 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 | |
| Nemotron 3.5 Lightning | 6.9 | 5.8 | 75.0% | 2 | 14.82s | 696 | 2,231 | 13,263 |
| 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 | |
| Nemotron 3.5 Lightning | 4.0 | 7.8 | 11.1% | 1 | 224.42s | 7,522 | 72,614 | 262,558 |
| 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 | |
| Nemotron 3.5 Lightning | 6.3 | 10.0 | 50.0% | 0 | 142.36s | 111,134 | 17,771 | 117,066 |
| 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 | |
| Nemotron 3.5 Lightning | 2.9 | 5.8 | 16.7% | 1 | 31.32s | 7,944 | 3,462 | 17,930 |
| 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 | |
| Nemotron 3.5 Lightning | 3.6 | 7.2 | 22.2% | 1 | 52.66s | 798 | 40,719 | 74,528 |
| 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 | |
| Nemotron 3.5 Lightning | 3.7 | 9.5 | 0.0% | 0 | 4.61s | 516 | 2,794 | 2,933 |
| 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 | |
| Nemotron 3.5 Lightning | 8.4 | 6.9 | 83.3% | 1 | 5.46s | 723 | 434 | 4,423 |
| 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 | |
| Nemotron 3.5 Lightning | 3.6 | 1.8 | 44.4% | 3 | 6.21s | 726 | 1,402 | 11,841 |
| 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 | |
| Nemotron 3.5 Lightning | 10.0 | 10.0 | 100.0% | 0 | 5.08s | 8,526 | 124 | 2,685 |
| 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 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 38.68s | 207 | 1,421 | 14,975 |
Quick Compare
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