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Ling 3.0 Tiny — high vs low

The average score is effectively tied at 3.7 vs 3.7. Benchmark cost is effectively tied at $0.000 vs $0.000. low is faster at 63.15s vs 72.24s, with pass rates of 23.2% vs 18.8%.

Last updated at: 2026-10-26

Compared models

Rank
#417
Total Output Tokens
939,018
Response Time (avg)
72.24s
Total Cost
$0.000
Rank
#418
Total Output Tokens
868,004
Response Time (avg)
63.15s
Total Cost
$0.000
Recommended model high

It has the strongest score in this comparison (3.7) and the best overall balance of cost and response time across 2 models.

Detailed comparison

Metric Ling 3.0 Tiny Ling 3.0 Tiny high Release: 2026-08-07 Ling 3.0 Tiny Ling 3.0 Tiny low Release: 2026-08-07
Score 3.7 3.7
Rank #417 #418
Reliability 10.0 9.6
Consistency 8.9 9.7
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 23.2% 18.8%
Flaky tests 3 1
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 115,314 99,662
Output Tokens 133,965 146,555
Reasoning Tokens 816,718 732,977
Response Time (avg) 72.24s 63.15s
Response Time (max) 345.15s 252.08s
Response Time (total) 1589.23s 1389.35s
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.

#417 Ling 3.0 Tiny

high
No output was saved. The original provider response or failure reason is unavailable.
Cost
$0.000
Time
169.5s
Tokens
5,252 tok

#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

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% 0 177.65s 7,767 59,320 177,922
Ling 3.0 Tiny 2.9 10.0 0.0% 0 170.73s 7,619 56,012 170,220

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