Triple

T6333213
Position Surface form Disambiguated ID Type / Status
Subject Gangster Squad E142429 entity
Predicate basedOnAuthor P2806 FINISHED
Object Paul Lieberman
Paul Lieberman is an American journalist and author best known for his book chronicling the real-life LAPD unit that inspired the film "Gangster Squad."
E586634 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: Paul Lieberman | Statement: [Gangster Squad, basedOnAuthor, Paul Lieberman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Paul Lieberman
Context triple: [Gangster Squad, basedOnAuthor, Paul Lieberman]
  • A. Michael Blumenthal
    Michael Blumenthal is a German-born American economist, businessman, and former U.S. Secretary of the Treasury who later served as director of the Jewish Museum Berlin.
  • B. Hal Lieberman
    Hal Lieberman is an American film producer known for working on major Hollywood movies, including the science fiction action sequel "Terminator 3: Rise of the Machines."
  • C. Joe Lieberman
    Joe Lieberman was a longtime U.S. senator from Connecticut known for his centrist politics and role as Al Gore’s vice-presidential running mate in the 2000 election.
  • D. Tom Reid
    Tom Reid is the brother of American actress Tara Reid, known for her roles in films like "American Pie" and "The Big Lebowski."
  • E. Ben Goldwasser
    Ben Goldwasser is an American musician and songwriter best known as the co-founder and keyboardist of the psychedelic pop band MGMT.
  • 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: Paul Lieberman
Triple: [Gangster Squad, basedOnAuthor, Paul Lieberman]
Generated description
Paul Lieberman is an American journalist and author best known for his book chronicling the real-life LAPD unit that inspired the film "Gangster Squad."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Paul Lieberman
Target entity description: Paul Lieberman is an American journalist and author best known for his book chronicling the real-life LAPD unit that inspired the film "Gangster Squad."
  • A. Michael Blumenthal
    Michael Blumenthal is a German-born American economist, businessman, and former U.S. Secretary of the Treasury who later served as director of the Jewish Museum Berlin.
  • B. Hal Lieberman
    Hal Lieberman is an American film producer known for working on major Hollywood movies, including the science fiction action sequel "Terminator 3: Rise of the Machines."
  • C. Joe Lieberman
    Joe Lieberman was a longtime U.S. senator from Connecticut known for his centrist politics and role as Al Gore’s vice-presidential running mate in the 2000 election.
  • D. Tom Reid
    Tom Reid is the brother of American actress Tara Reid, known for her roles in films like "American Pie" and "The Big Lebowski."
  • E. Ben Goldwasser
    Ben Goldwasser is an American musician and songwriter best known as the co-founder and keyboardist of the psychedelic pop band MGMT.
  • 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_69c008d4d8e88190ad301c05b08722ac completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c06517a1e88190a0bfcac8a7e3a305 completed March 22, 2026, 9:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69c60424a5dc8190820970fce13776ac completed March 27, 2026, 4:14 a.m.
NEDg Description generation batch_69c60626724881908e6270c2d3652c16 completed March 27, 2026, 4:23 a.m.
NED2 Entity disambiguation (via description) batch_69c606bd2228819082fcb63493664927 completed March 27, 2026, 4:25 a.m.
Created at: March 22, 2026, 4:30 p.m.