Dontopedia

Factual Qa

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)

Factual Qa has 6 facts recorded in Dontopedia across 2 references.

6 facts·6 predicates·2 sources

Mostly:impossible without pretraining fix(1), requires factual pretraining corpus(1), requires larger model(1)

Maturity scale raw canonical shape-checked rule-derived certified

Other facts (6)

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.

6 facts
PredicateValueRef
Impossible Without Pretraining FixPretraining Fix[1]
Requires Factual Pretraining CorpusSolution 1[1]
Requires Larger ModelSolution 2[1]
Requires Retrieval Augmented GenerationSolution 3[1]
Stores Facts inmid-to-upper FFN layers[2]
Rdf:typeTask[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.

impossibleWithoutPretrainingFixblah/watt-activation/part-178
ex:pretraining-fix
requiresFactualPretrainingCorpusblah/watt-activation/part-178
ex:solution-1
requiresLargerModelblah/watt-activation/part-178
ex:solution-2
requiresRetrievalAugmentedGenerationblah/watt-activation/part-178
ex:solution-3
storesFactsInblah/watt-activation/174
mid-to-upper FFN layers
typeblah/watt-activation/174
ex:Task

References (2)

2 references
  1. [1]Part 1784 facts
    ctx:discord/blah/watt-activation/part-178
  2. [2]1742 facts
    ctx:discord/blah/watt-activation/174
    • full textwatt-activation-174
      text/plain3 KBdoc:agent/watt-activation-174/ae20b08c-7e02-4743-8c57-d31dc5091a01
      Show excerpt
      [2026-03-09 22:17] xenonfun: ──────────────────────────────────────────────────────────────────────── [training complete] final val loss=5.4649 ppl=236.2 final LoRA checkpoint → checkpoints/lora/step_002985 ★ new best: ppl=236.2 e

See also

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