Triple

T9578923
Position Surface form Disambiguated ID Type / Status
Subject Clueless (TV series) E231118 entity
Predicate character P662 FINISHED
Object Amber Mariens
Amber Mariens is a fashion-obsessed, snobbish high school student who serves as a comic foil in the television adaptation of "Clueless."
E809322 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: Amber Mariens | Statement: [Clueless (TV series), character, Amber Mariens]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Amber Mariens
Context triple: [Clueless (TV series), character, Amber Mariens]
  • A. Amber Holt
    Amber Holt is a central teenage character in the television drama series "Parenthood," known for her rebellious yet sensitive nature and evolving family relationships.
  • B. Amber Seyer
    Amber Seyer is an American model and former Miss Missouri Teen USA who is married to former Major League Baseball pitcher Barry Zito.
  • C. Amber Smith
    Amber Smith is a relative of American singer and actress Demi Lovato, known primarily for her family connection to the entertainer.
  • D. Amber Fitch
    Amber Fitch is a fictional character from the television series "Crisis," portrayed as the privileged yet conflicted daughter of the U.S. President.
  • E. Amber Portwood
    Amber Portwood is an American reality television personality best known for sharing her life and struggles on MTV’s Teen Mom franchise.
  • 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: Amber Mariens
Triple: [Clueless (TV series), character, Amber Mariens]
Generated description
Amber Mariens is a fashion-obsessed, snobbish high school student who serves as a comic foil in the television adaptation of "Clueless."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Amber Mariens
Target entity description: Amber Mariens is a fashion-obsessed, snobbish high school student who serves as a comic foil in the television adaptation of "Clueless."
  • A. Amber Holt
    Amber Holt is a central teenage character in the television drama series "Parenthood," known for her rebellious yet sensitive nature and evolving family relationships.
  • B. Amber Seyer
    Amber Seyer is an American model and former Miss Missouri Teen USA who is married to former Major League Baseball pitcher Barry Zito.
  • C. Amber Smith
    Amber Smith is a relative of American singer and actress Demi Lovato, known primarily for her family connection to the entertainer.
  • D. Amber Fitch
    Amber Fitch is a fictional character from the television series "Crisis," portrayed as the privileged yet conflicted daughter of the U.S. President.
  • E. Amber Portwood
    Amber Portwood is an American reality television personality best known for sharing her life and struggles on MTV’s Teen Mom franchise.
  • 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_69ca848091c48190bc313d6620d09555 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd99aece1081908287e03106de020f completed April 1, 2026, 10:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1615d093c8190940037e9e0842db5 completed April 4, 2026, 7:07 p.m.
NEDg Description generation batch_69d161e6a1308190932c8386e1c24f2e completed April 4, 2026, 7:09 p.m.
NED2 Entity disambiguation (via description) batch_69d165a8c80081909e4d0837cbaabf95 completed April 4, 2026, 7:25 p.m.
Created at: March 30, 2026, 8:05 p.m.