Use case
A researcher or graduate student reading a non-native-language arXiv paper or taking over someone else's LaTeX project feeds the .tex source and bibliography into texglot, which translates it segment by segment through the user's own LLM API and returns a translated PDF plus editable source with equations, citation numbers and section structure preserved.
Today people paste the PDF into a generic translator or copy paragraphs into a chat assistant and then manually fix formulas and citations against the original, or simply read the English text directly, or pay someone to translate it.
Generic translators scramble equations, citation numbers and section structure when handling a full paper, so readers must repair the layout against the original by hand, adding heavy cleanup cost to every close read; reading the English directly is slow and error-prone for non-native readers.
xOcto's call
Demand is evidenced
The trend is that academic reading is moving from generic document translation toward structure-preserving translation of formulas and citations. An entry point is non-English-speaking research teams, university libraries or paper translation services, sold per paper or per project rather than as a generic translation tool; today there is only an open-source repository, with no pricing or customer evidence.
Reason to use it
Why users would choose it
Compared with repairing a generic translation by hand, texglot parses the .tex source directly and preserves equations, citations and section structure, removing the most time-consuming reformatting step while letting users run their own LLM API to control cost and data flow, so researchers who regularly close-read non-native-language papers and need editable source would choose it for full-paper reading or taking over a project; this is an inference from product capability a
Where the easy answer breaks down
The tension worth following
An English validation note will follow from the public evidence.
If this is your job
Worth trying. Compared with repairing a generic translation by hand, texglot parses the .tex source directly and preserves equations, citations and section structure, removing the most time-consuming reformatting step while letting users run their own LLM API to control cost and data flow, so researchers who regularly close-read non-native-language papers and need editable source would choose it for full-paper reading or taking over a project; this is an inference from product capability a
Entry and what to borrow
The trend is that academic reading is moving from generic document translation toward structure-preserving translation of formulas and citations. An entry point is non-English-speaking research teams, university libraries or paper translation services, sold per paper or per project rather than as a generic translation tool; today there is only an open-source repository, with no pricing or customer evidence.