#159

Ling-3.0-flash

Inclusionai Release: 2026-07-24 Tested on: 2026-08-14 03:09 inclusionai/ling-3.0-flash::high

124B total (5.1B active)MoEOpen source

(high) (none)

Summary

Ling-3.0-flash scores 6.4 on AI BENCHY and ranks #159. It has 9.8 reliability, a 63.6% pass rate, $0.021 total cost, and 13.70s average response time.

What makes Ling-3.0-flash unique: It stands out most in Coding, where it ranks #1, while Combined is its weakest area at #13.

Model facts

Researched on 2026-08-12

Reported

Parameters: 124B total (5.1B active)
Architecture: MoE
Availability: Open source
License: MIT

Parameter source Availability source

Score

6.4

Consistency

8.6

Reliability

9.8

Total Cost (Current Price)

$0.021 ↕ New

Tested at: $0.000

Total Output Tokens

299,456

Total Input Tokens

132,044

Input Price

$0.021 / 1M

Output Price

$0.063 / 1M

Tests Correct

Wrong Tests: 10

Attempt pass rate: 63.6%

Flaky tests

Flaky tests had mixed outcomes across runs (at least one pass and one fail).

Response Time (avg)

13.70s

Response Time (max): 75.27s

Response Time (total): 287.75s

Wrong answer: 7 Invalid tool call: 2 API error: 1

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#159 Ling-3.0-flash

high

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

Run history

Tested on	Score	Reliability	Tests Correct	Total Cost	Compare
2026-08-14 03:09 Re-test	6.4	9.8		$0.021