Triple

T2995421
Position Surface form Disambiguated ID Type / Status
Subject Veronica Mars E81053 entity
Predicate starring P1507 FINISHED
Object Michael Muhney
Michael Muhney is an American actor best known for his television roles, including Sheriff Don Lamb on the series "Veronica Mars" and Adam Newman on the soap opera "The Young and the Restless."
E324384 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: Michael Muhney | Statement: [Veronica Mars, starring, Michael Muhney]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Michael Muhney
Context triple: [Veronica Mars, starring, Michael Muhney]
  • A. Stephan Talty
    Stephan Talty is an American author and journalist known for his narrative nonfiction and co-authoring the book that inspired the film "Captain Phillips."
  • B. Brian Mahoney
    Brian Mahoney is an actor best known for his role in the cult crime film "The Boondock Saints."
  • C. Brant Daugherty
    Brant Daugherty is an American actor known for his roles in television series like "Pretty Little Liars" and films including the "Fifty Shades" franchise.
  • D. Kevin Hageman
    Kevin Hageman is an American screenwriter and producer known for his work on animated and family films and television series, including contributions to The Lego Movie franchise.
  • E. Brian VanDeMark
    Brian VanDeMark is an American historian and author known for his work on U.S. foreign policy and the Vietnam War, including coauthoring influential studies of that conflict.
  • 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: Michael Muhney
Triple: [Veronica Mars, starring, Michael Muhney]
Generated description
Michael Muhney is an American actor best known for his television roles, including Sheriff Don Lamb on the series "Veronica Mars" and Adam Newman on the soap opera "The Young and the Restless."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Michael Muhney
Target entity description: Michael Muhney is an American actor best known for his television roles, including Sheriff Don Lamb on the series "Veronica Mars" and Adam Newman on the soap opera "The Young and the Restless."
  • A. Stephan Talty
    Stephan Talty is an American author and journalist known for his narrative nonfiction and co-authoring the book that inspired the film "Captain Phillips."
  • B. Brian Mahoney
    Brian Mahoney is an actor best known for his role in the cult crime film "The Boondock Saints."
  • C. Brant Daugherty
    Brant Daugherty is an American actor known for his roles in television series like "Pretty Little Liars" and films including the "Fifty Shades" franchise.
  • D. Kevin Hageman
    Kevin Hageman is an American screenwriter and producer known for his work on animated and family films and television series, including contributions to The Lego Movie franchise.
  • E. Brian VanDeMark
    Brian VanDeMark is an American historian and author known for his work on U.S. foreign policy and the Vietnam War, including coauthoring influential studies of that conflict.
  • 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_69ad8b187fc8819085914d3c9ea3142d completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad99f2e5888190b3346012e2578dab completed March 8, 2026, 3:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69b1f8629c7c8190b597255ab8f391af completed March 11, 2026, 11:18 p.m.
NEDg Description generation batch_69b1f8e5cdd08190840321d7ad1fe1e2 completed March 11, 2026, 11:21 p.m.
NED2 Entity disambiguation (via description) batch_69b1f968f17c81908b1e96f482546b80 completed March 11, 2026, 11:23 p.m.
Created at: March 8, 2026, 2:59 p.m.