CortexCapconvert
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TILDEielab
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About
Cortex is AI-powered, expert-managed search marketing intelligence: an optimization engine trained on a 1.5M-passage corpus of platform-published best practices, refined by 50,000+ decisions and their attributed outcomes. It runs a continuous retrieve, analyze, decide, act, and measure loop across SEO, GEO, CRO, and PPC, covering Google Ads, Meta, Amazon, Microsoft, TikTok, and the AI channels (ChatGPT, Gemini, Perplexity, Claude), and every recommendation traces back to a documented source.
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About
TILDE (Term Independent Likelihood moDEl) is a passage re-ranking and expansion framework built on BERT, designed to enhance retrieval performance by combining sparse term matching with deep contextual representations. The original TILDE model pre-computes term weights across the entire BERT vocabulary, which can lead to large index sizes. To address this, TILDEv2 introduces a more efficient approach by computing term weights only for terms present in expanded passages, resulting in indexes that are 99% smaller than those of the original TILDE. This efficiency is achieved by leveraging TILDE as a passage expansion model, where passages are expanded using top-k terms (e.g., top 200) to enrich their content. It provides scripts for indexing collections, re-ranking BM25 results, and training models using datasets like MS MARCO.
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Platforms Supported
Windows
Not Supported
Mac
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Linux
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Cloud
Supported
On-Premises
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iPhone
Not Supported
iPad
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Android
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Chromebook
Not Supported
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
Marketing teams, businesses, and agencies seeking to improve SEO, GEO, CRO, and PPC performance across search and AI channels
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Audience
Academic researchers and developers searching for a tool to implement efficient and scalable passage re-ranking and expansion techniques
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Support
Phone Support
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24/7 Live Support
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Online
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Support
Phone Support
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24/7 Live Support
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Online
Supported
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API
Offers API
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API
Offers API
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Screenshots and VideosNo images available
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Pricing
No information available.
Free Version
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Free Trial
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Pricing
No information available.
Free Version
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Free Trial
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Reviews/
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Reviews/
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Training
Documentation
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Webinars
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Live Online
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In Person
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Training
Documentation
Supported
Webinars
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Live Online
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In Person
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Company InformationCapconvert
Founded: 2019
United States
www.capconvert.com
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Company Informationielab
United States
github.com/ielab/TILDE/tree/main
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Integrations
ChatGPT
Supported
Claude
Supported
Gemini
Supported
Google Ads
Supported
Hugging Face
Not Supported
Meta Ads
Supported
Perplexity
Supported
Python
Not Supported
TikTok
Supported
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Integrations
ChatGPT
Not Supported
Claude
Not Supported
Gemini
Not Supported
Google Ads
Not Supported
Hugging Face
Supported
Meta Ads
Not Supported
Perplexity
Not Supported
Python
Supported
TikTok
Not Supported
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