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What is TILDE?

TILDE (Term Independent Likelihood moDEl) functions as a framework designed for the re-ranking and expansion of passages, leveraging BERT to enhance retrieval performance by combining sparse term matching with sophisticated contextual representations. The original TILDE version computes term weights across the entire BERT vocabulary, which often leads to extremely large index sizes. To address this limitation, TILDEv2 introduces a more efficient approach by calculating term weights exclusively for words present in the expanded passages, resulting in indexes that can be 99% smaller than those produced by the initial TILDE model. This improved efficiency is achieved by deploying TILDE as a passage expansion model, which enriches passages with top-k terms (for instance, the top 200) to improve their content quality. Furthermore, it provides scripts that streamline the processes of indexing collections, re-ranking BM25 results, and training models using datasets such as MS MARCO, thus offering a well-rounded toolkit for enhancing information retrieval tasks. In essence, TILDEv2 signifies a major leap forward in the management and optimization of passage retrieval systems, contributing to more effective and efficient information access strategies. This progression not only benefits researchers but also has implications for practical applications in various domains.

What is Illuminarty?

Our platform specializes in identifying images that have been created or altered using AI technology, including deep fakes. We provide a comprehensive suite of tools that aids users in understanding the intricacies of AI image generation. With our services, individuals can ascertain whether an image is AI-produced, recognize the specific AI model responsible, and detect which elements of the image are artificial. Additionally, we offer a feature that evaluates the likelihood of an image being generated by AI. Illuminarty employs advanced computer vision methodologies to assess the chances that an image originates from publicly accessible AI models. Beyond images, users can also analyze text to evaluate the extent of AI involvement. Our system utilizes diverse natural language processing techniques to scrutinize written content and indicate portions that are likely to be AI-generated. We are in the process of creating a web browser extension that will facilitate the use of our detection tools while users navigate the internet. This extension is designed to promote digital literacy and increase awareness about the authenticity of content found online. By empowering users with these tools, we aim to foster a more informed digital community.

Media

Media

Integrations Supported

Hugging Face
Python

Integrations Supported

Hugging Face
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$10 per month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

ielab

Company Location

United States

Company Website

github.com/ielab/TILDE/tree/main

Company Facts

Organization Name

Illuminarty

Company Location

United States

Company Website

illuminarty.ai/en/

Categories and Features

Categories and Features

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