LLMs huma qawwi iżda għandhom limitazzjonijiet sinifikanti — hallucination, knowledge cutoffs, nuqqas ta' raġunament veru, non-determinism, u aktar. L-għarfien ta' dawn il-limitazzjonijiet u kif timmitigarihom huwa essenzjali għall-użu responsabbli u effettiv tal-LLMs.
Limitazzjonijiet ewlenin
✗ HALLUCINATION → generate plausible-sounding but FALSE information (confidently wrong) →
the most critical limitation (they predict likely text, not verified truth)
✗ KNOWLEDGE CUTOFF → only know up to their training date → no current info
✗ NO TRUE UNDERSTANDING/REASONING → pattern-match text; can fail at logic, math, novel
reasoning; no real comprehension
✗ NON-DETERMINISTIC → same prompt → different outputs (variability)
✗ NO REAL-TIME/external knowledge by default; limited CONTEXT window (can't hold unlimited info)
✗ Can be BIASED; can be manipulated (prompt injection); inconsistent
