Dontopedia

equivalent parameter count hypothesis

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-07.)

equivalent parameter count hypothesis has 34 facts recorded in Dontopedia across 12 references, with 5 live disagreements.

34 facts·21 predicates·12 sources·5 in dispute

Mostly:rdf:type(5), proposes requirement(5), proposed cause(2)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (4)

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combinesCombines(1)

hasHypothesisHas Hypothesis(1)

hypothesizedHypothesized(1)

suggestsHypothesisSuggests Hypothesis(1)

Other facts (31)

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.

31 facts
PredicateValueRef
Rdf:typeHypothesis[3]
Rdf:typeHypothesis[4]
Rdf:typeHypothesis Title[5]
Rdf:typeHypothesis[8]
Rdf:typeHypothesis[10]
Proposes Requirementingenuity[12]
Proposes Requirementmethod[12]
Proposes Requirementcalculation[12]
Proposes Requirementmental vigour[12]
Proposes Requirementexcitement of the passions[12]
Proposed CauseDatabase Unreachable[3]
Proposed CauseDatabase Misconfigured[3]
Describes Conceptsemantic attractor[5]
Describes Concepthidden entanglements[5]
Explores GravitationToken Vectors to Cunt Token[1]
Reveals Hidden EntanglementsEmbedding Space[1]
Has TitleFive Roads to Cunt: A Token Embedding Odyssey Through Semantic Taboo[1]
StatesMaurel Attaches Via Lablanche Side[2]
About EntityMoltbook Api[4]
Claims Dft Would Evolvetrue[6]
Claims Dft Shows Migrationtrue[6]
Contentblock 10 synchronization hub encodes model certainty/difficulty[7]
Excludespositional artifact[7]
Predicted Outcome forConfig 1[8]
Predicted Quality Gap0[8]
Concerns SubjectLohe Decoder[9]
Concerns ParameterRotational Strength[10]
Reasoningmore angular dispersion in weight space could help the anchor oscillators spread better[10]
Expected Outcomelower BPB[11]
Expected ConditionLR decay[11]
Expected Mechanismgate stabilization[11]

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.

exploresGravitationblah/watt-activation/part-149
ex:token-vectors-to-cunt-token
revealsHiddenEntanglementsblah/watt-activation/part-149
ex:embedding-space
hasTitleblah/watt-activation/part-149
Five Roads to Cunt: A Token Embedding Odyssey Through Semantic Taboo
statesval-mauritius/dossier-maurel-paternal
ex:maurel-attaches-via-lablanche-side
typeblah/omega/458
ex:Hypothesis
proposedCauseblah/omega/458
ex:database-unreachable
proposedCauseblah/omega/458
ex:database-misconfigured
typeblah/omega/1065
ex:Hypothesis
aboutEntityblah/omega/1065
ex:moltbook-api
typeblah/watt-activation/149
ex:HypothesisTitle
labelblah/watt-activation/149
Five Roads to Cunt: A Token Embedding Odyssey Through Semantic Taboo
describesConceptblah/watt-activation/149
semantic attractor
describesConceptblah/watt-activation/149
hidden entanglements
claimsDftWouldEvolveblah/watt-activation/219
true
claimsDftShowsMigrationblah/watt-activation/219
true
contentblah/watt-activation/224
block 10 synchronization hub encodes model certainty/difficulty
excludesblah/watt-activation/224
positional artifact
labelblah/watt-activation/276
Lohe normalization makes ternary free hypothesis
typeblah/watt-activation/276
ex:Hypothesis
predictedOutcomeForblah/watt-activation/276
ex:config-1
predictedQualityGapblah/watt-activation/276
0
labelblah/watt-activation/301
equivalent parameter count hypothesis
concernsSubjectblah/watt-activation/301
ex:lohe-decoder
typeblah/watt-activation/315
ex:Hypothesis
concernsParameterblah/watt-activation/315
ex:rotational-strength
reasoningblah/watt-activation/315
more angular dispersion in weight space could help the anchor oscillators spread better
expectedOutcomeblah/watt-activation/409
lower BPB
expectedConditionblah/watt-activation/409
LR decay
expectedMechanismblah/watt-activation/409
gate stabilization
proposesRequirementseven-sisters-of-sleep/145
ingenuity
proposesRequirementseven-sisters-of-sleep/145
method
proposesRequirementseven-sisters-of-sleep/145
calculation
proposesRequirementseven-sisters-of-sleep/145
mental vigour
proposesRequirementseven-sisters-of-sleep/145
excitement of the passions

References (12)

12 references
  1. [1]Part 1493 facts
    ctx:discord/blah/watt-activation/part-149
  2. ctx:genes/val-mauritius/dossier-maurel-paternal
  3. [3]4583 facts
    ctx:discord/blah/omega/458
    • full textomega-458
      text/plain3 KBdoc:agent/omega-458/7a12a9ce-795f-45d0-a5ef-abc43c165f5e
      Show excerpt
      [2025-11-30 20:08] omega [bot]: 🔧 1/1: pgListTables ❌ Failed ```json { "success": false, "error": "LIST_TABLES_FAILED", "message": "Failed to list tables: " } ``` [2025-11-30 20:08] omega [bot]: It appears that listing PostgreSQL tabl
  4. [4]10652 facts
    ctx:discord/blah/omega/1065
    • full textomega-1065
      text/plain1 KBdoc:agent/omega-1065/d4811c5e-6c39-48e9-b17f-257e08eadcf9
      Show excerpt
      [2026-02-06 16:42] omega [bot]: 🔧 4/4: moltbookComment ❌ Failed **Args:** ```json { "action": "addComment", "postId": "5ad2b3fb-e1df-4f13-be29-85fb69185c2f", "body": "Hello HexagonalOracle! Warm greetings from Omega. I admire your ins
  5. [5]1494 facts
    ctx:discord/blah/watt-activation/149
    • full textwatt-activation-149
      text/plain2 KBdoc:agent/watt-activation-149/677f88f1-be69-4edf-acf2-8d46c13c2068
      Show excerpt
      [2026-03-09 15:30] omega [bot]: Here are five witty, white-paper-style hypothesis titles/hypotheses playing on "Roads to Cunt" for your abstract: 1. **"Five Roads to Cunt: A Token Embedding Odyssey Through Semantic Taboo"** Exploring
  6. [6]2192 facts
    ctx:discord/blah/watt-activation/219
    • full textwatt-activation-219
      text/plain3 KBdoc:agent/watt-activation-219/c4912ff6-d2ed-42a3-a8a7-43eb7014e9ec
      Show excerpt
      [2026-03-11 04:40] xenonfun: --- Three Things the β Signal Is Revealing 1. β_gate≈0.12 constant = the gate is not working. K=0.177 << K_c=1.33 means β≈25 throughout — we're so deep in the disordered phase that β never varies. To get
  7. [7]2242 facts
    ctx:discord/blah/watt-activation/224
    • full textwatt-activation-224
      text/plain2 KBdoc:agent/watt-activation-224/8e55318a-1378-4058-acb4-284b7135cfdc
      Show excerpt
      [2026-03-11 05:11] xenonfun: no has zero wiring right now. ⏺ Results for the designer: The 32d sync embedding from block 10 (L-2) achieves 53.3% accuracy on loss-level prediction vs. 35.8% majority-class baseline — a +17.5pp lift wit
  8. [8]2764 facts
    ctx:discord/blah/watt-activation/276
    • full textwatt-activation-276
      text/plain3 KBdoc:agent/watt-activation-276/53331a47-df58-4d3f-a691-96a8098e7b35
      Show excerpt
      [2026-03-13 21:31] xenonfun: ⏺ Results are in: ``` ┌───────────────┬───────────────┬────────────────────────────────┬───────┐ │ │ fp32 │ Ternary 1.58-bit │ Delta │ ├───────────────┼───────────────┼
  9. [9]3012 facts
    ctx:discord/blah/watt-activation/301
    • full textwatt-activation-301
      text/plain3 KBdoc:agent/watt-activation-301/3e98420c-16db-4c57-9cad-a987cec9976b
      Show excerpt
      [2026-03-14 06:51] xenonfun: ``` ⏺ Lohe vs Softmax AR Decoder Comparison ┌───────────────┬───────────────┬────────────┐ │ Metric │ Softmax d=384 │ Lohe d=384 │ ├───────────────┼───────────────┼────────────┤ │ BPB │
  10. [10]3153 facts
    ctx:discord/blah/watt-activation/315
    • full textwatt-activation-315
      text/plain2 KBdoc:agent/watt-activation-315/5f801374-2b73-4ce9-bd06-bdb14c70d743
      Show excerpt
      [2026-03-15 01:50] xenonfun: ``` ⏺ Attention Type Comparison (200 steps, d=768, 12L, 12H, compiled) ┌────────────────┬──────┬───────┬────────┬────────┬─────────┐ │ Attention │ Loss │ PPL │ Tok/s │ Params │ PPL/tok │ ├────────
  11. [11]4093 facts
    ctx:discord/blah/watt-activation/409
    • full textwatt-activation-409
      text/plain2 KBdoc:agent/watt-activation-409/27cf5bf6-23d3-4bb2-8da9-9ee785b7e6a7
      Show excerpt
      [2026-03-19 13:28] xenonfun: ``` ⏺ Interesting contrast: ┌─────┬──────┬──────┬──────┬─────────┬──────┐ │ LR │ Step │ BPB │ r │ SNR │ DC │ ├─────┼──────┼──────┼──────┼─────────┼──────┤ │ 0.1 │ 350 │ 4.58 │ 0.41 │ -6.9dB
  12. [12]1455 facts
    ctx:books/seven-sisters-of-sleep/145
    • full texttmpasbtndeq_seven-sisters-of-sleep_145
      text/plain2 KBdoc:agent/tmpasbtndeq_seven-sisters-of-sleep_145/59659c80-4e83-4359-9a8a-9062bb5b5494
      Show excerpt
      quantities ranging from twelve to one hundred and eighty grains per day. The same jail was again visited, and the prisoners examined a month afterwards, several fresh criminals had entered, others had been enlarged. At this time, there were

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