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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 Passages?

Passages empowers users to explore any website and engage with links without risking your data or systems, while simultaneously allowing you to easily manage and supervise the entire operation. The various technologies and components that make up Passages are well-established and have been refined over the course of 15 years, stemming from the robust Internet solutions created by Ntrepid for national security applications. These systems have undergone extensive testing against some of the most sophisticated and persistent threats found in the realm of cybersecurity. Since many corporate security breaches initiate from online activities, conventional malware defenses and firewalls often do not provide sufficient protection. The solution is found in malware isolation, which enables you to contain and eliminate web-based malware through Passages, thus protecting your vital data and infrastructure. As targeted attacks are increasingly favored by adept hackers, it becomes essential to mask your IP address and other identifiable information to shield yourself and your organization from these threats. Adopting this proactive strategy not only boosts security measures but also empowers your organization to stay one step ahead of potential cyber threats. Ultimately, this comprehensive approach fosters a secure digital environment where users can navigate freely without compromising safety.

Media

Media

Integrations Supported

Hugging Face
Python
Splunk Cloud Platform

Integrations Supported

Hugging Face
Python
Splunk Cloud Platform

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

Ntrepid

Date Founded

2010

Company Location

United States

Company Website

passages.ntrepidcorp.com

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