For more information on creating accessible mathematics and science, consult the following Knowledge Base articles: How can math assessments be made accessible?, Are there commercial products designed to make math accessible to students with disabilities?, How can I create math and science documents that are accessible to students with visual impairments?, and How do I create online math content that is accessible to students who are blind?
2006-2023 University of Washington (UW). These materials are provided under a Creative Commons BY-NC-SA 3.0 License and in accordance with UW's privacy policy and terms of use. The AccessComputing project is funded by the National Science Foundation (grant #CNS-0540615, CNS-0837508, CNS-1042260, CNS-1539179, CNS-2137312). Any questions, findings, and conclusions or recommendations expressed in this material are those of the author and do not necessarily reflect the views of the federal government.
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tag_hash_107Enterprise License: US $2,500. (By one serial number, you can use InftyReader Enterprise on one computer.)
Yearly charge from the second year ---- US $1,000.
Important: Please note that, to use InftyReader with enterprise license, you should pay the yearly charge every year.
We will send your serial number by e-mail within two days after we confirmed your payment.
If your payment could not confirmed within a month after you registered, the application will be canceled.
InftyReader with enterprise license can also be used for a network service to users in a campus or in one organization, but not for the unlimited users. If you are interested in using InftyReader for a service to unlimited users outside campus or organization, please contact us by e-mail at the address figured at the bottom of this page.
While smaller examples of TeX can be passed in a single prompt, there will be TeX that is larger than the token limit and so can not be passed in. Possible solutions would be to use existing code that parses TeX and maybe even runs part of the TeX to establish the state at the time, or to train an LLM so that it can infer reasonable values without seeing all of the TeX.
Years ago I was dissuaded by the fact that everywhere one looked at the problem, everything noted and all apps for sale were based on PDFs that used PostScript. After working with that for a while realized while possible there has to be something with much higher accuracy. Now that many PDFs can be downloaded with the original LaTeX, as noted in the example earlier this is much more productive as not only is the technical expression there in a linear format but the metadata helps the LLMs expand on the result and is much quicker. There are still some dots that need connecting but nothing that appears as a show stopper.
I am interested in developing a personal chatbot using the latest Langchain framework. The chatbot will be designed to read and analyze academic papers. Although I found several online tutorials on creating chatbots with Langchain, none of them mentioned the limitation of LLM in interpreting technical expressions such as math and other type rules. It seems that the common Python package used for interpreting PDF files in these projects is Pypdf2.
InftyReader recognizes scanned images of printed scientific documents including Math formulae, an outputs the recognition results in various formats: XML format for InftyEditor, LaTeX, MathML, Human-Readable TeX for the blinds, etc.
Trial use of InftyReader is available with page number limit of 5 pages per day.
For more detail, please read: AboutInftyReader.txt.
ChattyInfty is an extended version of InftyEditor with a plug-in speech interface to output in voice the content of editing data by InftyEditor including math expressions, accordingly to the cursor movement.
Are there any ways to convert all different Latex styles into one single format? If possible, I can evaluate LatexOCR with CER/WER metrics, accuracy, ... or compare between different API services more precisely and conveniently.
Since the output from math OCR for complex formulas will likely have bugs -- even humans have trouble with it -- you will have to proofread th results, at least if they matter. The (human) proofreader will then have to correct the results, meaning you need to have a math formula editor. Given the effort needed by humans, the probably limited corpus of complex formulas, you might find it easier to assign the task to humans.
there is this great short video: =LAJm3J36tLQexplaining how you can train your Fine Reader to recognize math formulas. If you use Fine Reader already, better to stick with one tool. Of course it is not free ware :(
I am looking forward to converting equation images to tex/mathml. All the equations are computer printed. So, not so worried about the clarity. We have around 100K images and hence looking for some solution with API access or an on-premise/offline option.
The Priority Tasks below are based on the emerging and developing steps of the Electronic Accessibility Rubric. Completing the Priority Tasks will help you meet the universal design goal for STEM content involving math and other symbols. Using the rubric helps to prioritize the easiest steps with the goal of moving towards the advanced tasks.
ChattyInfty is a Windows based self-voicing application for reading, editing or authoring math/scientific documents. It can be used for creating accessible reading material with Maths content in a variety of formats including EPUB, DAISY, LaTeX, MathML, PDF, HTML and Microsoft Word XML. ChattyInfty is a useful tool for the blind, low vision, dyslexic as well as the non-disabled for working with mathematics or STEM content. This software has been developed under the InftyProject by Science Accessibility Net (sAccessNet), the Japan based not-for-profit organization which has also created other tools for working with Maths and Science like InftyReader. More information is available on their website
Infty Reader is an OCR software which can recognize the document including math equations. It can be used to convert printed books to a format which can be edited in ChattyInfty. A combination of InftyReader and ChattyInfty can be used by students, teachers and organizations to create accessible books with maths content for readers with disabilities. These tools now support many languages including English, Japanese, and Vietnamese. More information is provided on the Science Access Net website
The syntax used to input math expressions in Infty Editor is strongly inspired by LaTeX, with many commands being exactly the same; however, its strong and very detailed help system makes it easier to use, ant perhaps suitable as a tool to let you learn LaTeX.
Sometimes students present behavioral challenges that may require intervention. Representatives from the University Police, Dean of Students, and Ombudsman will share with you methods of identifying students in crisis and give you the information you need to deal with the student or refer him to campus resources. Please provide questions that you have in the comments section of the registration form so we can address those specific situations.
This workshop is designed to provide STEM faculty and staff members with an overview of accessibility as it pertains to STEM content. SSD's Adaptive Technology Specialist, Natalie Phelps, will be demonstrating conversion techniques to ensure accessible STEM content using LaTeX, MathML, MathType, as well as demonstrations using InftyReader as a conversion tool for inaccessible PDFs. Once material is converted, adaptive technologies such as Kurzweil, a Text-to-Speech software program and JAWS, a Screen Reader software will be demonstrated in reading the accessible STEM content.
Academic accommodations for students can take many forms, ranging from designated note takers to sign language interpreters to testing accommodations. Do you know your responsibilities when a student presents an academic accommodation letter to you? The staff of the office of Services for Students with Disabilities will be on hand to discuss how you can ensure all of your students will have the best chance to succeed.
Emotional Intelligence is all about becoming mindful of your emotions so that you can better work with others. Some research is showing that social media and other online communication channel are increasing narcissism in youth. When they reach us in higher education, they may not be aware of how they come across to friends, classmates, faculty, and others at the University, which can directly impact their academic performance, especially in group activities and projects. This session will provide an introduction to the basics of Emotional Intelligence and its research as well as ideas and resources that you can use in the classroom to introduce the concept to your learners.
"ChattyInfty" is an accessible STEM-document editor with speech output. Through the use of ChattyInfty, blind people can both "read" and "author" STEM documents including math expressions in an easy and intuitive manner. In addition, our ChattyInfty V3 series enables users to save math documents as an audio-embedded accessible e-book such as Multimedia DAISY, accessible EPUB3, iBook for the iPad and ChattyBook(Audio HTML).
ChattyBooks is a new type of Multimadia Daisy / EPUB3 Player usable on Windows 10 and 11. It converts Multimedia Daisy 2.02 or EPUB3 books having media overlay audio(reading voice) into audio-embedded HTML5 with JavaScript, called "ChattyBook".
ChattyBook can be played with various browsers, such as Google Chrome, FireFox, Safari, Microsoft Edgge and Internet Explorer. It works completely the same way as the usual Multimedia DAISY.
For more detals, please visit the page ChattyBooks.
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