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Ling 3.0 Tiny — low vs default

default leads on average score with 3.8 vs 3.7. Benchmark cost is effectively tied at $0.000 vs $0.000. default is faster at 13.39s vs 63.15s, with pass rates of 18.8% vs 8.7%.

Last updated at: 2026-10-26

Compared models

Rank
#418
Total Output Tokens
868,004
Response Time (avg)
63.15s
Total Cost
$0.000
Rank
#413
Total Output Tokens
110,071
Response Time (avg)
13.39s
Total Cost
$0.000
Recommended model default

It has the best score here (3.8), while responding about 4.7x faster than Ling 3.0 Tiny (low).

Detailed comparison

Metric Ling 3.0 Tiny Ling 3.0 Tiny low Release: 2026-08-07 Ling 3.0 Tiny Ling 3.0 Tiny default Release: 2026-08-07
Score 3.7 3.8
Rank #418 #413
Reliability 9.6 9.8
Consistency 9.7 10.0
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 18.8% 8.7%
Flaky tests 1 0
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 99,662 184,579
Output Tokens 146,555 110,071
Reasoning Tokens 732,977 0
Response Time (avg) 63.15s 13.39s
Response Time (max) 252.08s 240.61s
Response Time (total) 1389.35s 294.48s
Parameters 7.9B total (1.3B active) 7.9B total (1.3B 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.

#418 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

#413 Ling 3.0 Tiny

default
No output was saved. The original provider response or failure reason is unavailable.
Cost
$0.000
Time
334.1s
Tokens
32,913 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

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
Ling 3.0 Tiny 4.2 10.0 0.0% 0 1.19s 8,307 798 0

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