Triple

T17714858
Position Surface form Disambiguated ID Type / Status
Subject Home Improvement E442168 entity
Predicate character P662 FINISHED
Object Heidi Keppert
Heidi Keppert is a recurring character on the sitcom "Home Improvement," known as the attractive and friendly Tool Time assistant who helps Tim and Al during their on-air projects.
E1290416 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: Heidi Keppert | Statement: [Home Improvement, character, Heidi Keppert]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Heidi Keppert
Context triple: [Home Improvement, character, Heidi Keppert]
  • A. Heidi Vogel
    Heidi Vogel is a British jazz and soul singer best known as a longtime vocalist for the electronic jazz group The Cinematic Orchestra.
  • B. Heidi Rodewald
    Heidi Rodewald is an American composer, bassist, and songwriter best known for her collaborative work in theater and music, including co-creating the rock musical "Passing Strange."
  • C. Heidi Ufer
    Heidi Ufer is the wife of former NBA player Shane Battier and is known for her involvement in charitable and community initiatives alongside him.
  • D. Heather Wielandt
    Heather Wielandt is known as the former spouse of American actor Titus Welliver.
  • E. Kristin Westphalen
    Kristin Westphalen is a central character in the science fiction TV series "seaQuest DSV," serving as the submarine's chief medical officer and science advisor.
  • 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: Heidi Keppert
Triple: [Home Improvement, character, Heidi Keppert]
Generated description
Heidi Keppert is a recurring character on the sitcom "Home Improvement," known as the attractive and friendly Tool Time assistant who helps Tim and Al during their on-air projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Heidi Keppert
Target entity description: Heidi Keppert is a recurring character on the sitcom "Home Improvement," known as the attractive and friendly Tool Time assistant who helps Tim and Al during their on-air projects.
  • A. Heidi Vogel
    Heidi Vogel is a British jazz and soul singer best known as a longtime vocalist for the electronic jazz group The Cinematic Orchestra.
  • B. Heidi Rodewald
    Heidi Rodewald is an American composer, bassist, and songwriter best known for her collaborative work in theater and music, including co-creating the rock musical "Passing Strange."
  • C. Heidi Ufer
    Heidi Ufer is the wife of former NBA player Shane Battier and is known for her involvement in charitable and community initiatives alongside him.
  • D. Heather Wielandt
    Heather Wielandt is known as the former spouse of American actor Titus Welliver.
  • E. Kristin Westphalen
    Kristin Westphalen is a central character in the science fiction TV series "seaQuest DSV," serving as the submarine's chief medical officer and science advisor.
  • 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_69d8b9ec79688190b86bdcef85a7b3aa completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e4747f217081909010f396caaf03be completed April 19, 2026, 6:21 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0306e5b0048190b7e3646c0b4ebef1 completed May 12, 2026, 10:54 a.m.
NEDg Description generation batch_6a03076d2df88190b7165515d1471ee9 completed May 12, 2026, 10:56 a.m.
NED2 Entity disambiguation (via description) batch_6a0307f6b8e0819090c2a600477cbb5b completed May 12, 2026, 10:59 a.m.
Created at: April 10, 2026, 10:06 a.m.