Triple

T1634963
Position Surface form Disambiguated ID Type / Status
Subject Slack E35339 entity
Predicate programmingLanguage P1592 FINISHED
Object Hack
Hack is a programming language developed by Meta (Facebook) that extends PHP with static typing, generics, and other modern features for building large-scale web applications.
 E184254 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: Hack | Statement: [Slack, programmingLanguage, Hack]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hack
Context triple: [Slack, programmingLanguage, Hack]
  • A. Ham
    Ham is a suburban riverside district in southwest London, England, known for its historic houses, green spaces, and proximity to the River Thames.
  • B. Hook
    "Hook" is a 1991 fantasy adventure film directed by Steven Spielberg that reimagines an adult Peter Pan returning to Neverland to rescue his children from Captain Hook.
  • C. Hook
    Hook is a village in Hampshire, England, known as a commuter settlement with good transport links to nearby towns and London.
  • D. Trick
    Trick is a minor character in the "Arkangel" episode of the anthology television series Black Mirror.
  • E. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • 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: Hack
Triple: [Slack, programmingLanguage, Hack]
Generated description
Hack is a programming language developed by Meta (Facebook) that extends PHP with static typing, generics, and other modern features for building large-scale web applications.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hack
Target entity description: Hack is a programming language developed by Meta (Facebook) that extends PHP with static typing, generics, and other modern features for building large-scale web applications.
  • A. Ham
    Ham is a suburban riverside district in southwest London, England, known for its historic houses, green spaces, and proximity to the River Thames.
  • B. Hook
    "Hook" is a 1991 fantasy adventure film directed by Steven Spielberg that reimagines an adult Peter Pan returning to Neverland to rescue his children from Captain Hook.
  • C. Hook
    Hook is a village in Hampshire, England, known as a commuter settlement with good transport links to nearby towns and London.
  • D. Trick
    Trick is a minor character in the "Arkangel" episode of the anthology television series Black Mirror.
  • E. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • 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_69a886036bc081909ff5de16dbe5e8ea completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a90a1679408190a9faa7b22c388c4b completed March 5, 2026, 4:44 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad58dbd0608190be207ab2bcdc9eef completed March 8, 2026, 11:09 a.m.
NEDg Description generation batch_69ad5a625d088190bbacbb69a0569d49 completed March 8, 2026, 11:15 a.m.
NED2 Entity disambiguation (via description) batch_69ad5ae605f88190b5e42d7cf923e9bb completed March 8, 2026, 11:17 a.m.
Created at: March 4, 2026, 7:28 p.m.