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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 Passage Health?

Passage Health is a comprehensive software platform built to transform ABA therapy and behavioral health operations through powerful clinical and practice management tools. Designed in partnership with over 100 healthcare organizations, Passage simplifies complex workflows so providers can focus more on care and less on administration. Clinicians can easily build individualized treatment programs, capture data in real time, and access automated graphs and insights via a responsive web and mobile interface. Administrative teams benefit from integrated scheduling, claims submission, billing automation, and reporting dashboards that keep operations running smoothly. The platform’s HIPAA-compliant document management ensures security and reliability across devices, while customizable session notes allow for precision in clinical documentation. Passage also provides actionable analytics that identify trends in client outcomes and staff performance, empowering data-informed decision-making. Its flexible, intuitive interface means teams can onboard quickly—often in minutes rather than months. For practices of all sizes—from national ABA networks to new startups and school-based programs—Passage offers the tools to scale efficiently. Built with collaboration, compliance, and quality in mind, it unifies teams across clinical and administrative functions. Ultimately, Passage Health helps providers deliver better care, improve accessibility, and enhance the quality of life for the autism community and beyond.

Media

Media

No images available

Integrations Supported

Hugging Face
Python

Integrations Supported

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Not specified

Company Facts

Organization Name

ielab

Company Location

United States

Company Website

github.com/ielab/TILDE/tree/main

Company Facts

Organization Name

Passage Health

Date Founded

2022

Company Location

United States

Company Website

passagehealth.com

Categories and Features

Reranking Models

Not specified

Categories and Features

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