Triple

T17587743
Position Surface form Disambiguated ID Type / Status
Subject Heckman correction E428368 entity
Predicate alsoKnownAs P39 FINISHED
Object Heckit
Heckit is an econometric method used to correct for sample selection bias in regression models, commonly associated with the Heckman correction procedure.
E1277257 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: Heckit | Statement: [Heckman correction, alsoKnownAs, Heckit]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heckit
Context triple: [Heckman correction, alsoKnownAs, Heckit]
  • A. Iollas
    Iollas was an ancient Macedonian nobleman, known primarily as a son of the powerful regent Antipater and for later being implicated in rumors surrounding Alexander the Great’s death.
  • B. Lunanhead
    Lunanhead is a small village in eastern Scotland situated within the Angus council area.
  • C. Inishcottle
    Inishcottle is a small island located within Clew Bay on the west coast of County Mayo, Ireland.
  • D. Keills
    Keills is a small village on the Scottish island of Islay, known for its rural coastal setting within the Inner Hebrides.
  • E. Muckanaght
    Muckanaght is a mountain peak in the Twelve Bens range of Connemara, County Galway, Ireland, popular with hikers for its rugged terrain and scenic views.
  • 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: Heckit
Triple: [Heckman correction, alsoKnownAs, Heckit]
Generated description
Heckit is an econometric method used to correct for sample selection bias in regression models, commonly associated with the Heckman correction procedure.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heckit
Target entity description: Heckit is an econometric method used to correct for sample selection bias in regression models, commonly associated with the Heckman correction procedure.
  • A. Iollas
    Iollas was an ancient Macedonian nobleman, known primarily as a son of the powerful regent Antipater and for later being implicated in rumors surrounding Alexander the Great’s death.
  • B. Lunanhead
    Lunanhead is a small village in eastern Scotland situated within the Angus council area.
  • C. Inishcottle
    Inishcottle is a small island located within Clew Bay on the west coast of County Mayo, Ireland.
  • D. Keills
    Keills is a small village on the Scottish island of Islay, known for its rural coastal setting within the Inner Hebrides.
  • E. Muckanaght
    Muckanaght is a mountain peak in the Twelve Bens range of Connemara, County Galway, Ireland, popular with hikers for its rugged terrain and scenic views.
  • 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_69d889e1030481909950e140c63255b9 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e469e41bf08190963848f1597b6e9f completed April 19, 2026, 5:36 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01ddf34a448190a7afb05e61ce39eb completed May 11, 2026, 1:47 p.m.
NEDg Description generation batch_6a01dfef61fc8190810d31c91195c205 completed May 11, 2026, 1:55 p.m.
NED2 Entity disambiguation (via description) batch_6a01e0a5f2188190b4a8604d197c6ac8 completed May 11, 2026, 1:59 p.m.
Created at: April 10, 2026, 5:51 a.m.