Triple

T9952865
Position Surface form Disambiguated ID Type / Status
Subject Leonard Hofstadter E195370 entity
Predicate mother P120 FINISHED
Object Beverly Hofstadter
Beverly Hofstadter is a brilliant but emotionally distant neuroscientist and psychiatrist on *The Big Bang Theory*, known for her hyper-rational parenting style and strained relationship with her son Leonard.
E830236 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: Beverly Hofstadter | Statement: [Leonard Hofstadter, mother, Beverly Hofstadter]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Beverly Hofstadter
Context triple: [Leonard Hofstadter, mother, Beverly Hofstadter]
  • A. Penny Hofstadter
    Penny Hofstadter is a main character on the TV sitcom "The Big Bang Theory," a socially adept aspiring actress-turned-pharmaceutical sales representative who is married to physicist Leonard Hofstadter.
  • B. Nora Zuckerman
    Nora Zuckerman is an American television writer and producer known for her work on genre and mystery series, including serving as an executive producer on the show "Poker Face."
  • C. Alice Kepner
    Alice Kepner is a character in the television series "Grey's Anatomy," known as the younger sister of trauma surgeon April Kepner.
  • D. Doris Sawyer
    Doris Sawyer was the wife of senior Royal Air Force commander Trafford Leigh-Mallory, associated with his career during the Second World War.
  • E. Jane Hopper
    Jane Hopper is the birth name and legal identity of Eleven, the telekinetic girl central to the Netflix series "Stranger Things."
  • 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: Beverly Hofstadter
Triple: [Leonard Hofstadter, mother, Beverly Hofstadter]
Generated description
Beverly Hofstadter is a brilliant but emotionally distant neuroscientist and psychiatrist on *The Big Bang Theory*, known for her hyper-rational parenting style and strained relationship with her son Leonard.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Beverly Hofstadter
Target entity description: Beverly Hofstadter is a brilliant but emotionally distant neuroscientist and psychiatrist on *The Big Bang Theory*, known for her hyper-rational parenting style and strained relationship with her son Leonard.
  • A. Penny Hofstadter
    Penny Hofstadter is a main character on the TV sitcom "The Big Bang Theory," a socially adept aspiring actress-turned-pharmaceutical sales representative who is married to physicist Leonard Hofstadter.
  • B. Nora Zuckerman
    Nora Zuckerman is an American television writer and producer known for her work on genre and mystery series, including serving as an executive producer on the show "Poker Face."
  • C. Alice Kepner
    Alice Kepner is a character in the television series "Grey's Anatomy," known as the younger sister of trauma surgeon April Kepner.
  • D. Doris Sawyer
    Doris Sawyer was the wife of senior Royal Air Force commander Trafford Leigh-Mallory, associated with his career during the Second World War.
  • E. Jane Hopper
    Jane Hopper is the birth name and legal identity of Eleven, the telekinetic girl central to the Netflix series "Stranger Things."
  • 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_69ca82e96a108190932bd1fc4acd73a0 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cdb693918081908e9f96ef302235ad completed April 2, 2026, 12:21 a.m.
NED1 Entity disambiguation (via context triple) batch_69d2293dc93881908aff4cb3640c0edf completed April 5, 2026, 9:19 a.m.
NEDg Description generation batch_69d229b3b200819083aa90f64eaec9e8 completed April 5, 2026, 9:21 a.m.
NED2 Entity disambiguation (via description) batch_69d22a2d14fc8190b2493ce571811d43 completed April 5, 2026, 9:23 a.m.
Created at: March 30, 2026, 8:46 p.m.