Triple

T17944602
Position Surface form Disambiguated ID Type / Status
Subject Lauren Ambrose E448670 entity
Predicate spouse P13 FINISHED
Object Sam Handel
Sam Handel is an American filmmaker and producer best known as the husband of actress Lauren Ambrose.
 E1297740 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: Sam Handel | Statement: [Lauren Ambrose, spouse, Sam Handel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Sam Handel
Context triple: [Lauren Ambrose, spouse, Sam Handel]
  • A. Peter Mehlman
    Peter Mehlman is an American television writer and producer best known for his work on the sitcom "Seinfeld," where he penned several of the show's most iconic episodes.
  • B. Leon Feldhendler
    Leon Feldhendler was a Polish Jewish resistance leader and Holocaust survivor best known for co-organizing the 1943 prisoner uprising at the Sobibor extermination camp.
  • C. Sam Jaffe
    Sam Jaffe was an American actor and character performer known for memorable roles in classic films such as "Gunga Din," "The Asphalt Jungle," and "Ben-Hur."
  • D. Ron Loewinsohn
    Ron Loewinsohn was an American poet and novelist associated with the San Francisco Renaissance, known for his experimental style and engagement with postwar avant-garde literary circles.
  • E. Barry Sandler
    Barry Sandler is an American screenwriter and producer best known for his work on films such as "Making Love" and various adaptations and thrillers in the 1970s and 1980s.
  • 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: Sam Handel
Triple: [Lauren Ambrose, spouse, Sam Handel]
Generated description
Sam Handel is an American filmmaker and producer best known as the husband of actress Lauren Ambrose.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Sam Handel
Target entity description: Sam Handel is an American filmmaker and producer best known as the husband of actress Lauren Ambrose.
  • A. Peter Mehlman
    Peter Mehlman is an American television writer and producer best known for his work on the sitcom "Seinfeld," where he penned several of the show's most iconic episodes.
  • B. Leon Feldhendler
    Leon Feldhendler was a Polish Jewish resistance leader and Holocaust survivor best known for co-organizing the 1943 prisoner uprising at the Sobibor extermination camp.
  • C. Sam Jaffe
    Sam Jaffe was an American actor and character performer known for memorable roles in classic films such as "Gunga Din," "The Asphalt Jungle," and "Ben-Hur."
  • D. Ron Loewinsohn
    Ron Loewinsohn was an American poet and novelist associated with the San Francisco Renaissance, known for his experimental style and engagement with postwar avant-garde literary circles.
  • E. Barry Sandler
    Barry Sandler is an American screenwriter and producer best known for his work on films such as "Making Love" and various adaptations and thrillers in the 1970s and 1980s.
  • 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_69d8b9f8cca8819099836916c56b7c95 completed April 10, 2026, 8:51 a.m.
NER Named-entity recognition batch_69e4ad9819a88190ad4ea7d562cf3f28 completed April 19, 2026, 10:25 a.m.
NED1 Entity disambiguation (via context triple) batch_6a032918b0c481908c6bc336c348032d completed May 12, 2026, 1:20 p.m.
NEDg Description generation batch_6a0329fec9808190abda5e23d83791e5 completed May 12, 2026, 1:24 p.m.
NED2 Entity disambiguation (via description) batch_6a032baebc1081908637ab12ba35d973 completed May 12, 2026, 1:31 p.m.
Created at: April 10, 2026, 10:21 a.m.