Triple

T1043369
Position Surface form Disambiguated ID Type / Status
Subject John Wells Productions E22518 entity
Predicate notableWork P4 FINISHED
Object Shameless
Shameless is a dark comedy-drama television series that follows the chaotic lives of the dysfunctional Gallagher family as they navigate poverty, addiction, and relationships with irreverent humor.
 E120561 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: Shameless | Statement: [John Wells Productions, notableWork, Shameless]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Shameless
Context triple: [John Wells Productions, notableWork, Shameless]
  • A. It's Always Sunny in Philadelphia
    It's Always Sunny in Philadelphia is a long-running American sitcom that follows a group of self-centered friends who run a failing Irish bar and engage in increasingly outrageous and morally questionable schemes.
  • B. Six Feet Under
    Six Feet Under is a critically acclaimed HBO drama series that follows a family-run funeral home while exploring themes of mortality, grief, and family dynamics.
  • C. This Is Us
    This Is Us is an American television drama series that follows the intertwined lives of the Pearson family across multiple timelines, exploring themes of love, loss, and identity.
  • D. Nurse Jackie
    Nurse Jackie is an American dark comedy-drama television series that follows a brilliant but drug-addicted emergency room nurse navigating the chaos of work, family, and personal demons.
  • E. Queer as Folk
    Queer as Folk is a groundbreaking drama series that follows the lives and relationships of a group of gay friends, known for its candid portrayal of LGBTQ+ culture and issues.
  • 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: Shameless
Triple: [John Wells Productions, notableWork, Shameless]
Generated description
Shameless is a dark comedy-drama television series that follows the chaotic lives of the dysfunctional Gallagher family as they navigate poverty, addiction, and relationships with irreverent humor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Shameless
Target entity description: Shameless is a dark comedy-drama television series that follows the chaotic lives of the dysfunctional Gallagher family as they navigate poverty, addiction, and relationships with irreverent humor.
  • A. It's Always Sunny in Philadelphia
    It's Always Sunny in Philadelphia is a long-running American sitcom that follows a group of self-centered friends who run a failing Irish bar and engage in increasingly outrageous and morally questionable schemes.
  • B. Six Feet Under
    Six Feet Under is a critically acclaimed HBO drama series that follows a family-run funeral home while exploring themes of mortality, grief, and family dynamics.
  • C. This Is Us
    This Is Us is an American television drama series that follows the intertwined lives of the Pearson family across multiple timelines, exploring themes of love, loss, and identity.
  • D. Nurse Jackie
    Nurse Jackie is an American dark comedy-drama television series that follows a brilliant but drug-addicted emergency room nurse navigating the chaos of work, family, and personal demons.
  • E. Queer as Folk
    Queer as Folk is a groundbreaking drama series that follows the lives and relationships of a group of gay friends, known for its candid portrayal of LGBTQ+ culture and issues.
  • 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_69a493d91478819094cc01fb65564bc1 completed March 1, 2026, 7:30 p.m.
NER Named-entity recognition batch_69a4b8475ab48190848388eea6448cb6 completed March 1, 2026, 10:05 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac3bc768948190b1cda4eea93fe4b6 completed March 7, 2026, 2:52 p.m.
NEDg Description generation batch_69ac3c42c2c081909ccadbf944d3aa6c completed March 7, 2026, 2:54 p.m.
NED2 Entity disambiguation (via description) batch_69ac3cbd43848190854add440753fdad completed March 7, 2026, 2:57 p.m.
Created at: March 1, 2026, 7:42 p.m.