Triple

T14496823

Position	Surface form	Disambiguated ID	Type / Status
Subject	Bruce Kimmel	`E359521`	entity
Predicate	wrote	`P2831`	FINISHED
Object	How to Write a Dirty Book and Other Stories How to Write a Dirty Book and Other Stories is a collection of humorous and offbeat short stories by writer and filmmaker Bruce Kimmel.	`E1103215`	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: How to Write a Dirty Book and Other Stories | Statement: [Bruce Kimmel, wrote, How to Write a Dirty Book and Other Stories]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: How to Write a Dirty Book and Other Stories
Context triple: [Bruce Kimmel, wrote, How to Write a Dirty Book and Other Stories]

A. Tales of Marriage, Sex, Death, and Other Humiliations
Tales of Marriage, Sex, Death, and Other Humiliations is the subtitle of comedian Michael Ian Black’s humorous memoir about the absurdities and challenges of adult life and relationships.
B. Seven Dirty Words
Seven Dirty Words is George Carlin’s famous stand-up comedy routine that satirically examines censorship and taboo language, becoming a landmark in debates over free speech and broadcast regulation.
C. Memoirs of a Professional Cad
Memoirs of a Professional Cad is the witty, sardonic autobiography of British actor George Sanders, chronicling his life, career, and famously cynical outlook.
D. Writing the Other
Writing the Other is a craft book and workshop framework by Nisi Shawl (with Cynthia Ward) that teaches writers how to thoughtfully and respectfully create characters from races, cultures, and identities different from their own.
E. The Book of Repulsive Women
The Book of Repulsive Women is a 1915 modernist poetry and illustration collection by Djuna Barnes that explores taboo themes of female sexuality, urban life, and marginalization in a stark, experimental style.
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: How to Write a Dirty Book and Other Stories
Triple: [Bruce Kimmel, wrote, How to Write a Dirty Book and Other Stories]

Generated description

How to Write a Dirty Book and Other Stories is a collection of humorous and offbeat short stories by writer and filmmaker Bruce Kimmel.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: How to Write a Dirty Book and Other Stories
Target entity description: How to Write a Dirty Book and Other Stories is a collection of humorous and offbeat short stories by writer and filmmaker Bruce Kimmel.

A. Tales of Marriage, Sex, Death, and Other Humiliations
Tales of Marriage, Sex, Death, and Other Humiliations is the subtitle of comedian Michael Ian Black’s humorous memoir about the absurdities and challenges of adult life and relationships.
B. Seven Dirty Words
Seven Dirty Words is George Carlin’s famous stand-up comedy routine that satirically examines censorship and taboo language, becoming a landmark in debates over free speech and broadcast regulation.
C. Memoirs of a Professional Cad
Memoirs of a Professional Cad is the witty, sardonic autobiography of British actor George Sanders, chronicling his life, career, and famously cynical outlook.
D. Writing the Other
Writing the Other is a craft book and workshop framework by Nisi Shawl (with Cynthia Ward) that teaches writers how to thoughtfully and respectfully create characters from races, cultures, and identities different from their own.
E. The Book of Repulsive Women
The Book of Repulsive Women is a 1915 modernist poetry and illustration collection by Djuna Barnes that explores taboo themes of female sexuality, urban life, and marginalization in a stark, experimental style.
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_69d8279740308190af9df93a3af8592e`	completed	April 9, 2026, 10:26 p.m.
NER	Named-entity recognition	`batch_69de93109cb081909a6e846db23a4635`	completed	April 14, 2026, 7:18 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69fd6d9731588190b27a826582e5fc6d`	completed	May 8, 2026, 4:59 a.m.
NEDg	Description generation	`batch_69fd6f82453481909a3e1b032f30a7a5`	completed	May 8, 2026, 5:07 a.m.
NED2	Entity disambiguation (via description)	`batch_69fd708521c881909863b7cd3fc4a313`	completed	May 8, 2026, 5:11 a.m.

Created at: April 10, 2026, 1:21 a.m.