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features
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support

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Description

Agent Bayes serves as an AI-driven research aide tailored for graduate students, postdocs, and academics alike. Users can upload papers in PDF format or sync their libraries from Zotero, subsequently posing inquiries related to their collection. The assistant meticulously searches through these materials, constructing a mindmap that illustrates claims, each connected to the specific passage and page that substantiates it. Users have the ability to click on a citation to view the relevant passage or PDF page, allowing competing research findings to coexist on the map as distinct sourced viewpoints. Additionally, the AI Verification feature evaluates whether the cited passages adequately support a claim, although this capability is reserved for those on paid plans. An MCP server facilitates the integration of compatible tools like Claude Code, Codex, and Cursor, enabling them to search the user's library and leverage its cited answers and mindmaps. The free plan offers 50 credits each month, while paid subscriptions initiate at $11 per month, billed on an annual basis, providing users with a range of options to enhance their research experience. This innovative assistant aims to streamline the research process and improve academic productivity.

Description

TILDE (Term Independent Likelihood moDEl) serves as a framework for passage re-ranking and expansion, utilizing BERT to boost retrieval effectiveness by merging sparse term matching with advanced contextual representations. The initial version of TILDE calculates term weights across the full BERT vocabulary, which can result in significantly large index sizes. To optimize this, TILDEv2 offers a more streamlined method by determining term weights solely for words found in expanded passages, leading to indexes that are 99% smaller compared to those generated by the original TILDE. This increased efficiency is made possible by employing TILDE as a model for passage expansion, where passages are augmented with top-k terms (such as the top 200) to enhance their overall content. Additionally, it includes scripts that facilitate the indexing of collections, the re-ranking of BM25 results, and the training of models on datasets like MS MARCO, thereby providing a comprehensive toolkit for improving information retrieval tasks. Ultimately, TILDEv2 represents a significant advancement in managing and optimizing passage retrieval systems.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Claude Code Yes 
Cursor Yes 
Hugging Face No 
Model Context Protocol (MCP) Yes 
OpenAI Codex Yes 
Python No 
Zotero Yes 

Integrations

Claude Code No 
Cursor No 
Hugging Face Yes 
Model Context Protocol (MCP) No 
OpenAI Codex No 
Python Yes 
Zotero No 

Pricing Details

$11/month
The Free plan includes 50 credits per month. Starter costs $11/month when billed annually and includes 600 credits per month. AI citation verification is included in paid plans.
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

ArchaeoMind

Founded

2026

Country

Israel

Website

agentbayes.com

Vendor Details

Company Name

ielab

Country

United States

Website

github.com/ielab/TILDE/tree/main

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Product Features

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