Table 2 Technical requirements provenance and literature mapping.

LLM coding accuracy

Khanbhai et al.²¹

F1-score, Cohen’s Kappa

Reliability principle

Human-AI agreement

Chen et al.¹⁶

Inter-rater reliability

Human oversight

Sentiment analysis precision

Feizollah et al.³⁸

Precision, Recall

Interpretability

Factor analysis validity

Cronbach and Meehl³⁹

Cronbach’s α, KMO

Construct validity

Data processing efficiency

Van Der Vegt et al.¹⁹

Throughput, latency

Usability

Fake review detection

Kim and Kwak⁴⁰

Precision, recall

Data integrity

Granular categorization

Hake et al.⁴¹

Category coverage

Transparency

Real-time processing

Feng et al.⁴²

Response time

Actionability