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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
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