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Ling 3.0 Flash (high) vs Solar Pro 4

Ling 3.0 Flash (high) leads on average score with 5.8 vs 5.6. Ling 3.0 Flash (high) has the lower benchmark cost at $0.021 vs $0.022. Solar Pro 4 is faster at 8.14s vs 13.08s, with pass rates of 60.9% vs 31.9%.

Last updated at: 2026-10-02

Compared models

Rank
#254
Total Output Tokens
299,456
Response Time (avg)
13.08s
Total Cost
$0.021
Rank
#264
Total Output Tokens
13,249
Response Time (avg)
8.14s
Total Cost
$0.022
Recommended model Solar Pro 4

Its score stays close to the best score here (5.6 vs 5.8), while responding about 1.6x faster than Ling 3.0 Flash (high).

Detailed comparison

Metric Ling 3.0 Flash Ling 3.0 Flash high Release: 2026-07-24 Solar Pro 4 Solar Pro 4 none Release: 2026-08-11
Score 5.8 5.6
Rank #254 #264
Reliability 9.8 10.0
Consistency 8.6 9.6
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 60.9% 31.9%
Flaky tests 4 1
Total Runs 69 69
Cost per result 0.000 0.309
Total Cost $0.021 $0.022
Input Price $0.021 / 1M $0.090 / 1M
Output Price $0.063 / 1M $0.360 / 1M
Cache Read Price $0.005 / 1M $0.018 / 1M
Cache Write Price N/A N/A
Total Input Tokens 132,044 305,664
Output Tokens 92,135 13,249
Reasoning Tokens 207,321 0
Response Time (avg) 13.08s 8.14s
Response Time (max) 75.27s 69.17s
Response Time (total) 287.79s 187.23s
Parameters 124B total (5.1B active) ~100B
Availability Open source 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.

#254 Ling 3.0 Flash

high
Cost
$0.000
Time
30.7s
Tokens
10,576 tok

#264 Solar Pro 4

none
No showcase result has been generated for this model yet.
Cost
N/A
Time
-
Tokens
0 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 Flash 6.7 5.0 66.7% 2 14.85s 8,298 15,602 32,152
Solar Pro 4 5.5 10.0 33.3% 0 2.61s 7,896 557 0

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