#199

Ling-3.0-flash

Inclusionai Release: 2026-07-24 Tested on: 2026-08-14 03:09 inclusionai/ling-3.0-flash::none

124B total (5.1B active)MoEOpen source

(high) (none)

Summary

Ling-3.0-flash scores 5.7 on AI BENCHY and ranks #199. It has 10.0 reliability, a 27.3% pass rate, $0.004 total cost, and 3.56s average response time.

What makes Ling-3.0-flash unique: It stands out most in Data parsing and extraction, where it ranks #1, while Instructions following is its weakest area at #14.

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

5.7

Consistency

10.0

Reliability

10.0

Total Cost (Current Price)

$0.004 ↕ New

Tested at: $0.000

Total Output Tokens

12,777

Total Input Tokens

123,993

Input Price

$0.021 / 1M

Output Price

$0.063 / 1M

Tests Correct

Wrong Tests: 16

Attempt pass rate: 27.3%

Flaky tests

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

Response Time (avg)

3.56s

Response Time (max): 17.51s

Response Time (total): 74.74s

Wrong answer: 13 API error: 1 Did not follow instructions: 1 Invalid tool call: 1

Hamster playing table tennis

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

#199 Ling-3.0-flash

none

Cost: $0.000
Time: 11.6s
Tokens: 2,781 tok

Run history

Tested on	Score	Reliability	Tests Correct	Total Cost	Compare
2026-08-14 03:09 Re-test	5.7	10.0		$0.004