500K token dataset
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
500K token dataset has 6 facts recorded in Dontopedia across 2 references, with 1 live disagreement.
Mostly:rdf:type(2), has size(1), used for(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (2)
Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.
appliesToApplies to(1)
- Optimization Steps
ex:optimization-steps
ex:trainedOnEx:trained on(1)
- Llama 2 13b
ex:llama-2-13b
Other facts (5)
The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Training Dataset | [1] |
| Rdf:type | Dataset | [2] |
| Has Size | 500000 | [1] |
| Used for | Llama 2 13b Optimization | [1] |
| Ex:token Count | 500000 | [2] |
Timeline
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.
References (2)
ctx:claims/beam/7bca25dc-27a8-473f-971e-92bfee7f4310- full textbeam-chunktext/plain1 KB
doc:beam/7bca25dc-27a8-473f-971e-92bfee7f4310Show excerpt
[Turn 2497] Assistant: Optimizing the performance of Llama 2 13B on a 500K token dataset involves several steps, including data preprocessing, model fine-tuning, and efficient deployment. Self-hosting the model can indeed provide more contr…
ctx:claims/beam/ea9857ff-fed8-4ad3-ae3e-ed99814a6bde- full textbeam-chunktext/plain1 KB
doc:beam/ea9857ff-fed8-4ad3-ae3e-ed99814a6bdeShow excerpt
- **Early Stopping**: Implement early stopping if validation performance stops improving. - **Cross-Validation**: Use cross-validation to ensure the model generalizes well to unseen data. By carefully tuning these hyperparameters, you can …
See also
Keep researching
Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.