Triple

T13805075
Position Surface form Disambiguated ID Type / Status
Subject Al Roker E331737 entity
Predicate authorOf P4244 FINISHED
Object Never Goin’ Back: Winning the Weight-Loss Battle for Good
"Never Goin’ Back: Winning the Weight-Loss Battle for Good" is a memoir and weight-loss guide by television personality Al Roker, detailing his personal journey with obesity, gastric bypass surgery, and long-term lifestyle change.
E1061887 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: Never Goin’ Back: Winning the Weight-Loss Battle for Good | Statement: [Al Roker, authorOf, Never Goin’ Back: Winning the Weight-Loss Battle for Good]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Never Goin’ Back: Winning the Weight-Loss Battle for Good
Context triple: [Al Roker, authorOf, Never Goin’ Back: Winning the Weight-Loss Battle for Good]
  • A. Losing It: And Gaining My Life Back One Pound at a Time
    Losing It: And Gaining My Life Back One Pound at a Time is Valerie Bertinelli’s bestselling memoir chronicling her struggles with weight, self-image, and personal transformation.
  • B. The Dubrow Diet
    The Dubrow Diet is a celebrity-endorsed weight-loss and lifestyle program that combines intermittent fasting with low-carb, high-protein eating to promote fat loss and anti-aging benefits.
  • C. Breaking Back: How I Lost Everything and Won Back My Life
    "Breaking Back: How I Lost Everything and Won Back My Life" is a memoir by professional tennis player James Blake recounting his career, personal hardships, and eventual comeback on and off the court.
  • D. Obsessed: America’s Food Addiction—and My Own
    "Obsessed: America’s Food Addiction—and My Own" is a nonfiction book by journalist Mika Brzezinski that blends memoir and cultural critique to explore her personal struggles with food and America’s broader issues with overeating and body image.
  • E. The Primal Prescription
    The Primal Prescription is a book co-authored by economist Robert P. Murphy that critiques the U.S. healthcare system and explores how government intervention distorts medical markets.
  • 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: Never Goin’ Back: Winning the Weight-Loss Battle for Good
Triple: [Al Roker, authorOf, Never Goin’ Back: Winning the Weight-Loss Battle for Good]
Generated description
"Never Goin’ Back: Winning the Weight-Loss Battle for Good" is a memoir and weight-loss guide by television personality Al Roker, detailing his personal journey with obesity, gastric bypass surgery, and long-term lifestyle change.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Never Goin’ Back: Winning the Weight-Loss Battle for Good
Target entity description: "Never Goin’ Back: Winning the Weight-Loss Battle for Good" is a memoir and weight-loss guide by television personality Al Roker, detailing his personal journey with obesity, gastric bypass surgery, and long-term lifestyle change.
  • A. Losing It: And Gaining My Life Back One Pound at a Time
    Losing It: And Gaining My Life Back One Pound at a Time is Valerie Bertinelli’s bestselling memoir chronicling her struggles with weight, self-image, and personal transformation.
  • B. The Dubrow Diet
    The Dubrow Diet is a celebrity-endorsed weight-loss and lifestyle program that combines intermittent fasting with low-carb, high-protein eating to promote fat loss and anti-aging benefits.
  • C. Breaking Back: How I Lost Everything and Won Back My Life
    "Breaking Back: How I Lost Everything and Won Back My Life" is a memoir by professional tennis player James Blake recounting his career, personal hardships, and eventual comeback on and off the court.
  • D. Obsessed: America’s Food Addiction—and My Own
    "Obsessed: America’s Food Addiction—and My Own" is a nonfiction book by journalist Mika Brzezinski that blends memoir and cultural critique to explore her personal struggles with food and America’s broader issues with overeating and body image.
  • E. The Primal Prescription
    The Primal Prescription is a book co-authored by economist Robert P. Murphy that critiques the U.S. healthcare system and explores how government intervention distorts medical markets.
  • 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_69d81c59f8808190a851bc56afdc55e9 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de026d98108190acf366a36d97bf92 completed April 14, 2026, 9:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7b08db39c8190a76637b36b77d643 completed May 3, 2026, 8:31 p.m.
NEDg Description generation batch_69f7b18bbe688190855a26b8f2b4bcc0 completed May 3, 2026, 8:35 p.m.
NED2 Entity disambiguation (via description) batch_69f7b260fc6c8190a573cc525388878e completed May 3, 2026, 8:38 p.m.
Created at: April 9, 2026, 10:12 p.m.