https://autolabsuite.com/blog/en/ Evidence on automated grading of programming assignments: what the studies actually show. en https://autolabsuite.com/blog/en/can-llms-grade-programming-assignments https://autolabsuite.com/blog/en/can-llms-grade-programming-assignments Eight studies from 2025 and 2026 look like they disagree about language models as graders. Sorted by what each one put on the scale, the disagreement mostly dissolves, and one uncomfortable ordering appears. Tue, 18 Aug 2026 00:00:00 GMT https://autolabsuite.com/blog/en/checking-code-invisible-twice https://autolabsuite.com/blog/en/checking-code-invisible-twice University time norms price the grading of essays and exams down to fractions of an hour, yet none of the documents surveyed gives checking code a line of its own, and burnout research never measures it separately either. Wed, 12 Aug 2026 00:00:00 GMT https://autolabsuite.com/blog/en/does-automated-grading-improve-learning https://autolabsuite.com/blog/en/does-automated-grading-improve-learning A survey of roughly sixty studies across five language zones since 1960. Checking gets measurably faster; direct evidence of better learning has yet to appear in any of them. Tue, 11 Aug 2026 00:00:00 GMT