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#419

Ling 3.0 Tiny

Inclusionai Release: 2026-08-07 Tested on: 2026-10-01 02:54 inclusionai/ling-3.0-tiny::medium
7.9B total (1.3B active)MoEOpen source
(high) (medium) (low) (default)

Summary

Ling 3.0 Tiny scores 3.6 on AI BENCHY and ranks #419. It has 9.6 reliability, a 23.2% pass rate, $0.000 total cost, and 64.99s average response time.

What makes Ling 3.0 Tiny unique: It stands out most in Anti-AI Tricks, where it ranks #1, while Data parsing and extraction is its weakest area at #9. Its total benchmark cost is unusually low for its score range.

Model facts

Researched on 2026-08-12

Reported
Parameters
7.9B total (1.3B active)
Architecture
MoE
Availability
Open source
License
MIT
Parameter source Availability source

Score

3.6

Consistency

8.9

Reliability

9.6

Total Cost (Current Price)

$0.000

Total Output Tokens

911,748

Total Input Tokens

103,898

Input Price

$0.000 / 1M

Output Price

$0.000 / 1M

Cache Read Price

N/A

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: 19

Attempt pass rate: 23.2%

Flaky tests

3

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

Response Time (avg)

64.99s

Response Time (max): 262.20s

Response Time (total): 1429.68s

No answer: 7 Wrong answer: 5 Did not follow instructions: 4 API error: 2 Invalid tool call: 1

Hamster playing table tennis

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

#419 Ling 3.0 Tiny

medium
No output was saved. The original provider response or failure reason is unavailable.
Cost
$0.000
Time
177.4s
Tokens
6,873 tok

Run history

Tested on Score Reliability Tests Correct Total Cost Compare
2026-10-01 02:54 Re-test 3.6 9.6 $0.000 Current run
2026-08-07 23:06 First recorded run 3.8 9.7 $0.000 Compare

This run used a different benchmark suite. Keep suite changes in mind when reading historical movement.

Charts

Choose the first model, then click a second model to open a side-by-side page.

Total Output Tokens

Score vs Total Output Tokens

Quick Compare

Ling 3.0 TinymediumvsLing 3.0 TinylowLing 3.0 TinymediumvsGrok 4.20noneLing 3.0 TinymediumvsLing 3.0 TinyhighLing 3.0 TinymediumvsCommand A+mediumLing 3.0 TinymediumvsXing4.0 29b A4bmediumFree AvailableLing 3.0 TinymediumvsXing4.0 29b A4bnoneFree AvailableLing 3.0 TinymediumvsNemotron 3.5 LightningnoneFree AvailableLing 3.0 TinymediumvsCommand A+highLing 3.0 TinymediumvsGranite 4.1 8bdefaultLing 3.0 TinymediumvsCommand A+none

Category Breakdown

Category Score Consistency Tests Correct
Agentic 3.0 10.0
Anti-AI Tricks 6.5 10.0
Coding 2.9 10.0
Combined 3.0 10.0
Data parsing and extraction 2.7 5.7
Domain specific 3.0 10.0
General Intelligence 3.8 2.5
Instructions following 6.8 10.0
Puzzle Solving 3.6 7.2
Tool Calling 10.0 10.0
Trivia 3.0 10.0

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