Advanced Parameters
Top-P
- Limits word selection pool
- Range: 0–1
Max Tokens
- Controls output length
Frequency Penalty
- Reduces repetition
Presence Penalty
- Prevents reuse of words
LLM Limitations
1. No True Understanding
- Pattern recognition only
2. Knowledge Gaps
- Can be outdated or biased
3. Memory Constraints
- Limited context window
4. Adaptability Issues
- Struggles with nuance, humour
Hallucinations
AI can produce:
- Plausible but false information
Ethical Concerns
- Bias
- Privacy risks
- Data leakage
Solving Limitations
RAG (Retrieval-Augmented Generation)
- Pulls real data from external sources
Human-in-the-Loop
- Human review for accuracy
Fine-tuning & Retraining
- Improves model performance