LaTA

Product or Programme · All products and programmes
Evidence · 3 claims (2 for, 1 mixed) · 1 study (1 design), q2 · 0 of 1 report an effect size · 3 claims rest on one study

Description

LaTA is an open-source, on-premises four-stage LLM autograder for LaTeX-native STEM coursework, developed for instructor-managed automated grading and feedback.

Components

Claims

• An on-premises LLM autograder graded a 200-student course at 1–3 minutes wall-clock time per submission across a full term [+M]
• Instructor-confirmed grading errors occurred at roughly 0.02–0.04% of rubric line items across the term [+M]
• The between-cohort exam gain is attributable only to a composite intervention (autograding plus corrections plus expanded office hours), not to LaTA alone [~M]

Related Products and Programmes

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Key Sources

• Jesse A. Rodríguez. (2026). LaTA: A Drop-In, FERPA-Compliant Local-LLM Autograder for Upper-Division STEM Coursework. arXiv preprint. https://arxiv.org/abs/2605.05410

Page metadata

Field	Value
type	product
id	lata
title	LaTA
description	LaTA is an open-source, on-premises four-stage LLM autograder for LaTeX-native STEM coursework, developed for instructor-managed automated grading and feedback.
status	review
product_kind	software
generated	by process:settle-candidates on 2026-10-11
trust	unverified — no one has confirmed this page's content

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