Can a valid output still be wrong?
Compare format validity, preserved structure and application-level value checks.
Explore StructEval sourcesResearch resources / Evaluation · Evidence · Learning
Start with a question.
Follow it to the evidence.
Find research, inspect its boundaries, and try a small reproducible example. These reading paths connect everyday evaluation problems to original papers and code.
Does a citation support the claim?
Check the source passage, experimental scope and limits before using a retrieved reference.
Explore citation-retrieval sourcesDoes a video question need the video?
Inspect text-only probe logs and filtering decisions. Retention is not proof of visual dependence.
Explore visually grounded video sourcesExplore the research questions
Browse 29 works by the task they address, with a concise explanation of when each contribution is relevant.
Open the question directory · Download the resource index (JSON)
The runnable examples use handwritten teaching fixtures. They do not reproduce aggregate benchmark results. The citation worksheet is an independent checking exercise, not a claim-verification capability of ScholarCopilot.