#338

Ling 3.0 Flash

Inclusionai Release: 2026-07-24 Tested on: 2026-10-01 02:53 inclusionai/ling-3.0-flash::none

124B total (5.1B active)MoEOpen source

(high) (none)

Summary

Ling 3.0 Flash scores 5.2 on AI BENCHY and ranks #338. It has 10.0 reliability, a 26.1% pass rate, $0.004 total cost, and 3.40s average response time.

What makes Ling 3.0 Flash unique: It stands out most in Data parsing and extraction, where it ranks #1, while Agentic is its weakest area at #10.

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

5.2

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

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: 17

Attempt pass rate: 26.1%

Flaky tests

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

Response Time (avg)

3.40s

Response Time (max): 17.51s

Response Time (total): 74.77s

Wrong answer: 13 API error: 2 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.

#338 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
2026-10-01 02:53 Re-test	5.2	10.0		$0.004