2 papers
cs.CL2026
Trusting sovereign language models as scientific instruments: evidence from Portugal's AMALIA
Manuel Pita
National language models are becoming publicly funded epistemic infrastructure. Public ownership, linguistic specialization, and open weights create a presumption of trustworthines…
cs.CL2026
Correct codes for the wrong reasons? validating LLMs as measurement instruments for theoretical constructs
Manuel Pita
When a large language model (LLM) codes a construct in text as a human annotator would, that agreement makes the LLM a reliable coder. Yet reliability leaves construct validity unt…