Triple

T11002872
Position Surface form Disambiguated ID Type / Status
Subject Hebbian learning E260043 entity
Predicate hasVariant P455 FINISHED
Object Oja rule
Oja rule is a normalized form of Hebbian learning used in neural networks to extract principal components by stabilizing synaptic weight growth.
 E899010 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Oja rule | Statement: [Hebbian learning, hasVariant, Oja rule]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Oja rule
Context triple: [Hebbian learning, hasVariant, Oja rule]
  • A. Ojus
    Ojus is an unincorporated community and census-designated place in northeastern Miami-Dade County, Florida, known for its residential neighborhoods and proximity to the city of Aventura.
  • B. Ojivolta
    Ojivolta is a music production and songwriting duo known for their work with major hip-hop and pop artists, including frequent collaborations with Kanye West.
  • C. Ojakkala
    Ojakkala is a village in the municipality of Vihti in southern Finland, known for its rural residential character and proximity to the Helsinki metropolitan area.
  • D. OJAM
    OJAM is the ICAO airport code for Amman Civil Airport, a domestic and regional airport serving Amman, Jordan.
  • E. Oa
    Oa is the central planet and headquarters of the Green Lantern Corps in DC Comics, serving as the home of the Guardians of the Universe and the hub of intergalactic policing.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Oja rule
Triple: [Hebbian learning, hasVariant, Oja rule]
Generated description
Oja rule is a normalized form of Hebbian learning used in neural networks to extract principal components by stabilizing synaptic weight growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Oja rule
Target entity description: Oja rule is a normalized form of Hebbian learning used in neural networks to extract principal components by stabilizing synaptic weight growth.
  • A. Ojus
    Ojus is an unincorporated community and census-designated place in northeastern Miami-Dade County, Florida, known for its residential neighborhoods and proximity to the city of Aventura.
  • B. Ojivolta
    Ojivolta is a music production and songwriting duo known for their work with major hip-hop and pop artists, including frequent collaborations with Kanye West.
  • C. Ojakkala
    Ojakkala is a village in the municipality of Vihti in southern Finland, known for its rural residential character and proximity to the Helsinki metropolitan area.
  • D. OJAM
    OJAM is the ICAO airport code for Amman Civil Airport, a domestic and regional airport serving Amman, Jordan.
  • E. Oa
    Oa is the central planet and headquarters of the Green Lantern Corps in DC Comics, serving as the home of the Guardians of the Universe and the hub of intergalactic policing.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d6aa8a6a548190a750f944ccdc8064 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d797546f448190946ee6442d657dc5 completed April 9, 2026, 12:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3453d181081908cb58a957f4d1295 completed April 18, 2026, 8:47 a.m.
NEDg Description generation batch_69e35570b0bc8190a939b0c8e3ce8105 completed April 18, 2026, 9:57 a.m.
NED2 Entity disambiguation (via description) batch_69e359508a388190a16d48a17015e13e completed April 18, 2026, 10:13 a.m.
Created at: April 8, 2026, 9:25 p.m.