Ling 3.0 TinyAnt Group
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Related Products
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About
Ling 3.0 Tiny is an open-weights reasoning model with 7.9B total parameters, 1.3B active parameters, and a 262K-token context window. Built with a mixture-of-experts architecture, it extends the open-weights Pareto frontier for intelligence versus active parameters and is small enough to run locally in many settings. The model scores 25 on the Artificial Analysis Intelligence Index, comparable to gpt-oss-120b (high, 24) while using 15x fewer total parameters and 4x fewer active parameters. This parameter efficiency comes with relatively high token usage, with 213M output tokens required to run the Intelligence Index. Ling 3.0 Tiny also shows substantial improvements in hallucination behavior over Ling-mini-2.0, improving its AA-Omniscience score by 59 points while maintaining similar accuracy. Rather than guessing when uncertain, it attempted only 37% of questions in the evaluation, resulting in a 30% hallucination rate compared with 96% for the previous generation.
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About
UTMGuard is a tool that connects with your Google Analytics 4 account and scans your tracking setup to quickly detect broken, malformed, or inconsistent UTM parameters that are corrupting your campaign attribution. In about 60 seconds, UTMGuard runs dozens of rule-based checks on parameters, flagging issues such as organic traffic incorrectly tagged with UTM parameters (which compromises SEO vs. paid traffic differentiation), invalid source-medium combinations, inconsistent naming conventions (case sensitivity, naming disparities), missing parameters, or internal links carrying UTM tags that distort analytics data. UTMGuard generates clear audit reports showing exactly which links or sessions are impacted, and provides guidance on how to correct or standardize tagging practices. By catching these errors early and enforcing consistent parameter rules, the tool helps preserve data integrity, ensuring your marketing spend attribution remains accurate and decisions based on GA4 reports.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
AI developers, researchers, and teams seeking to run, evaluate, customize, or integrate a compact open-weights reasoning model with long-context and tool-use capabilities
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Audience
Marketers, agencies, and businesses looking for a solution to maintain clean, reliable UTM tracking to accurately attribute campaigns and prevent wasted budget due to tracking errors
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
No information available.
Free Version
Free Trial
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Pricing
$15 per month
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationAnt Group
Founded: 2014
China
ant-ling.com
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Company InformationUTMGuard
United States
www.utmguard.com
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Categories |
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Integrations
Claude Code
Google Analytics
Google Sheets
Hermes Agent
Kilo Code
Microsoft Excel
OpenClaw
OpenRouter
ZenMux
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Integrations
Claude Code
Google Analytics
Google Sheets
Hermes Agent
Kilo Code
Microsoft Excel
OpenClaw
OpenRouter
ZenMux
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