Triple

T8650003
Position Surface form Disambiguated ID Type / Status
Subject Mac OS X 10.3 Panther E205074 entity
Predicate includedFeature P1393 FINISHED
Object Fast User Switching
Fast User Switching is a macOS feature that allows multiple user accounts to stay logged in simultaneously and be quickly switched between without logging out.
 E749667 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: Fast User Switching | Statement: [Mac OS X 10.3 Panther, includedFeature, Fast User Switching]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Fast User Switching
Context triple: [Mac OS X 10.3 Panther, includedFeature, Fast User Switching]
  • A. Fast User Switching (in development)
    Fast User Switching (in development) was a planned Windows feature aimed at allowing multiple users to stay logged in and quickly switch between their sessions without closing applications.
  • B. User Account Control
    User Account Control is a Windows security mechanism that limits application privileges and prompts for consent or administrator approval before allowing potentially system-altering actions.
  • C. UAC
    UAC is the commonly used acronym for the United Athletic Conference, an NCAA Division I FCS college football conference in the United States.
  • D. UAC
    UAC is a Windows security feature that helps prevent unauthorized changes to the operating system by prompting for permission or administrator approval.
  • E. Luks
    Luks is the surname of American realist painter and Ashcan School member George Luks.
  • 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: Fast User Switching
Triple: [Mac OS X 10.3 Panther, includedFeature, Fast User Switching]
Generated description
Fast User Switching is a macOS feature that allows multiple user accounts to stay logged in simultaneously and be quickly switched between without logging out.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Fast User Switching
Target entity description: Fast User Switching is a macOS feature that allows multiple user accounts to stay logged in simultaneously and be quickly switched between without logging out.
  • A. Fast User Switching (in development)
    Fast User Switching (in development) was a planned Windows feature aimed at allowing multiple users to stay logged in and quickly switch between their sessions without closing applications.
  • B. User Account Control
    User Account Control is a Windows security mechanism that limits application privileges and prompts for consent or administrator approval before allowing potentially system-altering actions.
  • C. UAC
    UAC is the commonly used acronym for the United Athletic Conference, an NCAA Division I FCS college football conference in the United States.
  • D. UAC
    UAC is a Windows security feature that helps prevent unauthorized changes to the operating system by prompting for permission or administrator approval.
  • E. Luks
    Luks is the surname of American realist painter and Ashcan School member George Luks.
  • 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_69ca834e56848190abb0eeaec9dedd32 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc4813d0548190b203e594acc38c8f completed March 31, 2026, 10:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69ceccc166548190a1dd706041e4bfa2 completed April 2, 2026, 8:08 p.m.
NEDg Description generation batch_69cece1681288190a6c99407bc2f0bdd completed April 2, 2026, 8:14 p.m.
NED2 Entity disambiguation (via description) batch_69cecec118ac81909fbcafe841354c32 completed April 2, 2026, 8:17 p.m.
Created at: March 30, 2026, 6:29 p.m.