Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.
1. **Dictionary Mismatch**: If dictionary mismatches are causing delays, consider expanding the dictionary or using a more comprehensive dictionary.
2. **Tokenization**: Ensure that the tokenization step is efficient.
3. **Batch Processing*…
3. **Parallel Processing**: Use parallel processing to handle multiple batches concurrently.
4. **Reducing Overhead**: Minimize unnecessary operations and ensure that spaCy is used optimally.
### Step-by-Step Optimization
1. **Profiling**…
[Turn 2467] Assistant: Certainly! Your current design has a few areas where improvements can be made to ensure scalability and handle 3,500 concurrent queries with 99.9% uptime. Here are some suggestions:
### Key Areas for Improvement
1. …
Dontopedia is in a read-only public launch. Follow the references and disputed branches now; contributions will open after durable identity and moderation are in place.
Existing claims and sources remain available while the prepaid research lane recharges.