Dontopedia

VQ

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

VQ has 14 facts recorded in Dontopedia across 3 references.

14 facts·13 predicates·3 sources

Mostly:wasted effort on symbols(1), failed to learn structure(1), has bpb score(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (12)

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measuredValueForModelMeasured Value for Model(7)

assessedPerformanceOfAssessed Performance of(1)

comparedPerformanceOfCompared Performance of(1)

comparedToCompared to(1)

is3xBetterThanIs3x Better Than(1)

parameterOfParameter of(1)

Other facts (13)

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.

13 facts
PredicateValueRef
Wasted Effort on Symbols20k Steps[1]
Failed to Learn Structuredue to symbol learning[1]
Has Bpb Score4.6[1]
Plateaued at Bpb4.6[1]
Shares Training Budget20K steps[1]
Spent Steps Learning Symbols20K steps[1]
Has Performance Metric4.6[2]
Performance Metric UnitBPB[2]
Training Duration20000[2]
Training Activitytrying to learn symbols[2]
Final Performance Metric4.6[2]
Final Metric UnitBPB[2]
Classified AsHard Quantization Mechanism[3]

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.

wastedEffortOnSymbolsblah/watt-activation/part-326
ex:20k-steps
failedToLearnStructureblah/watt-activation/part-326
due to symbol learning
hasBpbScoreblah/watt-activation/part-326
4.6
plateauedAtBpbblah/watt-activation/part-326
4.6
sharesTrainingBudgetblah/watt-activation/part-326
20K steps
spentStepsLearningSymbolsblah/watt-activation/part-326
20K steps
hasPerformanceMetricblah/watt-activation/324
4.6
performanceMetricUnitblah/watt-activation/324
BPB
trainingDurationblah/watt-activation/324
20000
trainingActivityblah/watt-activation/324
trying to learn symbols
finalPerformanceMetricblah/watt-activation/324
4.6
finalMetricUnitblah/watt-activation/324
BPB
labelblah/watt-activation/374
VQ
classifiedAsblah/watt-activation/374
ex:hard-quantization-mechanism

References (3)

3 references
  1. [1]Part 3266 facts
    ctx:discord/blah/watt-activation/part-326
  2. [2]3246 facts
    ctx:discord/blah/watt-activation/324
    • full textwatt-activation-324
      text/plain2 KBdoc:agent/watt-activation-324/5428b43d-e96d-4178-8924-6d7c75574aa4
      Show excerpt
      [2026-03-15 03:48] xenonfun: ## Design (files: Screenshot_2026-03-14_at_11.48.03_PM.png) [2026-03-15 03:49] xenonfun: (files: Screenshot_2026-03-14_at_11.49.32_PM.png) [2026-03-15 04:03] xenonfun: You went from 2.39 → 1.572 today. You cros
  3. [3]3742 facts
    ctx:discord/blah/watt-activation/374
    • full textwatt-activation-374
      text/plain2 KBdoc:agent/watt-activation-374/cb7e122e-3f7b-4f32-9d43-e995d3de2717
      Show excerpt
      [2026-03-18 19:24] xenonfun: ⏺ VQ results in. Head-to-head comparison: ``` ┌─────────────────┬──────────┬───────────┬───────┐ │ Metric │ Baseline │ AnchorKAN │ VQ │ ├─────────────────┼──────────┼───────────┼───────┤ │ S1

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