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Docquery Alternatives
Similar projects and alternatives to docquery
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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django-functest
Helpers for creating high-level functional tests in Django, with a unified API for WebTest and Selenium tests.
docquery reviews and mentions
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Understanding HTML with Large Language Models
There is a visual demo here: https://sites.google.com/view/llm4html/home.
This work is very exciting for a few reasons:
* HTML is an incredibly rich source of visually structured information, with a semi-structured representation. This is as opposed to PDFs, which are usually fed into models with a "flat" representation (words + bounding boxes). Intuitively, this offers the model a more direct way to learn about nested structure, over an almost unlimited source of unsupervised pre-training data.
* Many projects (e.g. Pix2Struct https://arxiv.org/pdf/2210.03347.pdf, also from Google) operate on pixels, which are expensive (both to render and process in the transformer). Operating on HTML directly means smaller, faster, more efficient models.
* (If open sourced) it will be the first (AFAIK) open foundation model for the RPA/automation space (there are several closed projects). They claim they plan to open source the dataset at least, which is very exciting.
I'm particularly excited to extend this and similar (https://arxiv.org/abs/2110.08518) for HTML question answering and web scraping.
Disclaimer: I'm the CEO of Impira, which creates OSS (https://github.com/impira/docquery) and proprietary (http://impira.com/) tools for analyzing business documents. I am not affiliated with this project.
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Pdfgrep – a commandline utility to search text in PDF files
DocQuery (https://github.com/impira/docquery), a project I work on, allows you to do something similar, but search over semantic information in the PDF files (using a large language model that is pre-trained to query business documents).
For example:
$ docquery scan "What is the due date?" /my/invoices/
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This Week In Python
docquery – An easy way to extract information from documents
- DocQuery: Document Query Engine Powered by Natural Language Processing
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A note from our sponsor - InfluxDB
www.influxdata.com | 3 May 2024
Stats
impira/docquery is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of docquery is Python.
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