Triple

T11075206
Position Surface form Disambiguated ID Type / Status
Subject Hochtief E261848 entity
Predicate tickerSymbol P1447 FINISHED
Object HOT
HOT is the stock ticker symbol for Hochtief, a major German construction and infrastructure company.
 E902907 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: HOT | Statement: [Hochtief, tickerSymbol, HOT]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: HOT
Context triple: [Hochtief, tickerSymbol, HOT]
  • A. HOT
    HOT is the three-letter National Rail station code assigned to Henley-on-Thames railway station in Oxfordshire, England.
  • B. Hot
    "Hot" is a popular trap song by American rapper Young Thug, known for its brass-heavy production and memorable hook.
  • C. Hot Thing
    "Hot Thing" is a funk-infused track by Prince from his acclaimed 1987 double album *Sign o’ the Times*, noted for its sensual lyrics and dance-driven groove.
  • D. Hot Stuff
    "Hot Stuff" is a 1979 disco hit by Donna Summer that blends dance rhythms with rock influences and became one of her signature songs.
  • E. Hot Hot Hot
    "Hot Hot Hot" is a song best known as the B-side to the English post-punk band The Cure’s single "The Walk."
  • 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: HOT
Triple: [Hochtief, tickerSymbol, HOT]
Generated description
HOT is the stock ticker symbol for Hochtief, a major German construction and infrastructure company.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: HOT
Target entity description: HOT is the stock ticker symbol for Hochtief, a major German construction and infrastructure company.
  • A. HOT
    HOT is the three-letter National Rail station code assigned to Henley-on-Thames railway station in Oxfordshire, England.
  • B. Hot
    "Hot" is a popular trap song by American rapper Young Thug, known for its brass-heavy production and memorable hook.
  • C. Hot Thing
    "Hot Thing" is a funk-infused track by Prince from his acclaimed 1987 double album *Sign o’ the Times*, noted for its sensual lyrics and dance-driven groove.
  • D. Hot Stuff
    "Hot Stuff" is a 1979 disco hit by Donna Summer that blends dance rhythms with rock influences and became one of her signature songs.
  • E. Hot Hot Hot
    "Hot Hot Hot" is a song best known as the B-side to the English post-punk band The Cure’s single "The Walk."
  • 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_69d6aa9983c08190b0ef61603b69feac completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d7994efb608190a81bc8c4d16ddbd0 completed April 9, 2026, 12:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3c8cc77988190aad54f56dbd0f8cf completed April 18, 2026, 6:09 p.m.
NEDg Description generation batch_69e3cefc00148190a1850dc6e31523c3 completed April 18, 2026, 6:35 p.m.
NED2 Entity disambiguation (via description) batch_69e3d014a644819092c76aa02b573ca9 completed April 18, 2026, 6:40 p.m.
Created at: April 8, 2026, 9:26 p.m.