Dontopedia

semantic-alignment project

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

semantic-alignment project has 38 facts recorded in Dontopedia across 6 references, with 4 live disagreements.

38 facts·33 predicates·6 sources·4 in dispute

Mostly:achieves through(2), instills values into(2), has value(2)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (11)

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.

partOfPart of(4)

benefitsProjectBenefits Project(1)

describeDescribe(1)

describedProjectAsDescribed Project As(1)

forProjectFor Project(1)

isBeneficialIs Beneficial(1)

isDevelopingIs Developing(1)

summarizedUserProjectSummarized User Project(1)

Other facts (37)

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.

37 facts
PredicateValueRef
Achieves ThroughDataset Design[4]
Achieves ThroughTraining Practices[4]
Instills Values IntoModel Behaviors[4]
Instills Values IntoModel Representations[4]
Has Valuetruth[6]
Has Valuekindness[6]
Prioritizescareful testing[6]
Prioritizesmitigation of harms[6]
Involves Architecturenull[1]
Presupposes Content on AlignmentSemantic Humane Alignment[2]
Involves CollaborationCollaboration[3]
Existstrue[3]
Involves Data TrackingData Tracking[3]
Commits to AxiologyHumane Values[4]
EmbedsSemantic Humane Values[4]
Fine TunesMistral Pretrained Base Models[4]
Has Core IntentInstill Semantic Humane Values[4]
Advocates Humane ValuesSemantic Humane Values[4]
AvoidsReward Hacking[4]
Avoids UsingRlhf[4]
Presupposes Ethical NecessityHarm Mitigation[4]
Prioritizes OverReward Hacking[4]
References Known TechniqueRlhf[4]
UsesCurated Custom Dialogue Datasets[4]
Uses Instead ofReward Optimization Techniques[4]
Rdf:typeProject[5]
Uses Techniquefine-tuning[6]
Uses ModelMistral Model[6]
Uses Dataset Typecurated custom dialogue datasets[6]
Avoids TechniqueRlhf[6]
Has Goalinstill semantic, humane values[6]
Approach Descriptiondataset design and training practices rather than reward hacking[6]
Emphasizessemantic supervision[6]
Has Development Styleiterative and cautious development[6]
Includes Safety Measureethical safety measures[6]
Values Principletransparency[6]
Has Alignmenthuman-centered principles[6]

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.

38 undated
—
involvesArchitectureblah/omega/part-833
null
—
presupposesContentOnAlignmentblah/omega/part-835
ex:semantic-humane-alignment
—
involvesCollaborationblah/omega/part-840
ex:collaboration
—
existsblah/omega/part-840
true
—
involvesDataTrackingblah/omega/part-840
ex:data-tracking
—
commitsToAxiologyblah/omega/part-839
ex:humane-values
—
embedsblah/omega/part-839
ex:semantic-humane-values
—
fineTunesblah/omega/part-839
ex:mistral-pretrained-base-models
—
hasCoreIntentblah/omega/part-839
ex:instill-semantic-humane-values
—
achievesThroughblah/omega/part-839
ex:dataset-design
—
achievesThroughblah/omega/part-839
ex:training-practices
—
advocatesHumaneValuesblah/omega/part-839
ex:semantic-humane-values
—
avoidsblah/omega/part-839
ex:reward-hacking
—
avoidsUsingblah/omega/part-839
ex:rlhf
—
instillsValuesIntoblah/omega/part-839
ex:model-behaviors
—
instillsValuesIntoblah/omega/part-839
ex:model-representations
—
presupposesEthicalNecessityblah/omega/part-839
ex:harm-mitigation
—
prioritizesOverblah/omega/part-839
ex:reward-hacking
—
referencesKnownTechniqueblah/omega/part-839
ex:rlhf
—
usesblah/omega/part-839
ex:curated-custom-dialogue-datasets
—
usesInsteadOfblah/omega/part-839
ex:reward-optimization-techniques
—
typeblah/omega/827
ex:Project
—
labelblah/omega/833
semantic-alignment project
—
usesTechniqueblah/omega/833
fine-tuning
—
usesModelblah/omega/833
ex:mistral-model
—
usesDatasetTypeblah/omega/833
curated custom dialogue datasets
—
avoidsTechniqueblah/omega/833
ex:rlhf
—
hasGoalblah/omega/833
instill semantic, humane values
—
hasValueblah/omega/833
truth
—
hasValueblah/omega/833
kindness
—
approachDescriptionblah/omega/833
dataset design and training practices rather than reward hacking
—
emphasizesblah/omega/833
semantic supervision
—
hasDevelopmentStyleblah/omega/833
iterative and cautious development
—
includesSafetyMeasureblah/omega/833
ethical safety measures
—
valuesPrincipleblah/omega/833
transparency
—
prioritizesblah/omega/833
careful testing
—
prioritizesblah/omega/833
mitigation of harms
—
hasAlignmentblah/omega/833
human-centered principles

References (6)

6 references
  1. [1]Part 8331 fact
    ctx:discord/blah/omega/part-833
  2. [2]Part 8351 fact
    ctx:discord/blah/omega/part-835
  3. [3]Part 8403 facts
    ctx:discord/blah/omega/part-840
  4. [4]Part 83916 facts
    ctx:discord/blah/omega/part-839
  5. [5]8271 fact
    ctx:discord/blah/omega/827
    • full textomega-827
      text/plain3 KBdoc:agent/omega-827/62696670-8937-4f01-813c-19bc09a6cb32
      Show excerpt
      [2026-01-11 06:13] omega [bot]: 🔧 3/3: fileUpload ✅ Success **Args:** ```json { "fileUrl": "https://cdn.discordapp.com/attachments/1438147272855523358/1459792122780848193/SEE_Blueprint_v1.2_Milkdromeda_Canonized.md?ex=696490db&is=69633f5b…
  6. [6]83316 facts
    ctx:discord/blah/omega/833
    • full textomega-833
      text/plain3 KBdoc:agent/omega-833/7d794d4f-d4b2-48de-a387-fa455d421bb3
      Show excerpt
      [2026-01-11 06:23] omega [bot]: ```json "result": "The user's messages describe a semantic-alignment project that fine-tunes Mistral pre-trained base models with curated custom dialogue datasets rather than RLHF; the core intent is to ins…

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