#299

Ling 3.0 Flash

Inclusionai Release: 2026-07-24 Tested on: 2026-10-01 02:53 inclusionai/ling-3.0-flash::high

124B total (5.1B active)MoEOpen source

(high) (none)

Summary

Ling 3.0 Flash scores 5.8 on AI BENCHY and ranks #299. It has 9.8 reliability, a 60.9% pass rate, $0.021 total cost, and 13.08s average response time.

What makes Ling 3.0 Flash unique: It stands out most in Anti-AI Tricks, where it ranks #1, while Combined is its weakest area at #17.

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

5.8

Consistency

8.6

Reliability

9.8

Total Cost (Current Price)

$0.021 ↕ New

Tested at: $0.000

Total Output Tokens

275,014

Total Input Tokens

132,044

Input Price

$0.021 / 1M

Output Price

$0.063 / 1M

Cache Read Price

$0.005 / 1M

Cache Write Price

N/A

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Tests Correct

Wrong Tests: 11

Attempt pass rate: 60.9%

Flaky tests

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

Response Time (avg)

13.08s

Response Time (max): 75.27s

Response Time (total): 287.79s

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

Hamster playing table tennis

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

#299 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
2026-10-01 02:53 Re-test	5.8	9.8		$0.021