Spectral
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
Spectral has 18 facts recorded in Dontopedia across 2 references, with 2 live disagreements.
Mostly:has ppl at step(7), rdf:type(1), output characteristic(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (1)
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.
hasTargetHas Target(1)
- Event Overtake
ex:event-overtake
Other facts (16)
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 |
|---|---|---|
| Has Ppl at Step | 1140 | [2] |
| Has Ppl at Step | 561 | [2] |
| Has Ppl at Step | 501 | [2] |
| Has Ppl at Step | 373 | [2] |
| Has Ppl at Step | 260 | [2] |
| Has Ppl at Step | 219 | [2] |
| Has Ppl at Step | 239 | [2] |
| Rdf:type | Model | [1] |
| Output Characteristic | longer word-like runs | [1] |
| Generation Speed | ~400 tok/s | [1] |
| Output Tendency | run-on noun phrases | [1] |
| Has5 D Tensor | false | [1] |
| Has Ppl At1 K | 239 | [2] |
| Has Tokens Per Second | 56931 | [2] |
| Has Parameter Count | 16900000 | [2] |
| Has Algorithm Feature | spectral Funk-Hecke decomposition | [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:discord/blah/watt-activation/231- full textwatt-activation-231text/plain3 KB
doc:agent/watt-activation-231/144dba3f-0795-44b9-bf95-26e9936992c9Show excerpt
[2026-03-11 20:03] xenonfun: Loading checkpoint: checkpoints/bpe8k_spectral/best Model: spectral+lohe_v3 d=832 L=6 H=4 25.7M params vocab=8192 loaded in 24ms Tokenizer: BPE-8K (vocab=8192, eos_id=1) Mode: raw temp=0.8 top_k=40 rep_…
ctx:discord/blah/watt-activation/317- full textwatt-activation-317text/plain3 KB
doc:agent/watt-activation-317/e0764d57-60a8-4a78-96f1-216f7d44aef0Show excerpt
[2026-03-15 02:30] xenonfun: ⏺ 1K Steps with Cosine LR + lr_scaled Rotation (base=0.3) ``` Learning Curves (PPL) ┌──────┬──────────┬───────────────┬──────────┐ │ Step │ Spectral │ LoheSpherical │ Star+KAN │ ├──────┼──────────┼─────…
See also
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