Triple
T17120055
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Herman Cain |
E415439
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Speak as a Leader: Develop the Better Speaker in You
"Speak as a Leader: Develop the Better Speaker in You" is a communication and leadership book by Herman Cain that offers practical guidance on improving public speaking and persuasive leadership skills.
|
E1250995
|
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: Speak as a Leader: Develop the Better Speaker in You | Statement: [Herman Cain, notableWork, Speak as a Leader: Develop the Better Speaker in You]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Speak as a Leader: Develop the Better Speaker in You Context triple: [Herman Cain, notableWork, Speak as a Leader: Develop the Better Speaker in You]
-
A.
Osgood on Speaking: How to Think on Your Feet Without Falling on Your Face
"Osgood on Speaking: How to Think on Your Feet Without Falling on Your Face" is a practical public-speaking guide by broadcaster Charles Osgood that offers advice on impromptu speaking, presentation skills, and effective communication.
-
B.
How to Talk to Anyone, Anytime, Anywhere
"How to Talk to Anyone, Anytime, Anywhere" is a communication skills book by legendary broadcaster Larry King that offers practical advice on improving conversation and interpersonal interactions in a wide range of social and professional situations.
-
C.
On Speaking Well
"On Speaking Well" is a practical guide to effective public speaking and speechwriting by columnist and former presidential speechwriter Peggy Noonan.
-
D.
How to Talk Dirty and Influence People
"How to Talk Dirty and Influence People" is the provocative, semi-autobiographical memoir by groundbreaking American comedian Lenny Bruce, chronicling his life, career, and battles over free speech and censorship.
-
E.
How to Win Friends and Influence People
How to Win Friends and Influence People is a classic self-help book that teaches practical techniques for improving interpersonal skills, building relationships, and positively influencing others.
- 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: Speak as a Leader: Develop the Better Speaker in You Triple: [Herman Cain, notableWork, Speak as a Leader: Develop the Better Speaker in You]
Generated description
"Speak as a Leader: Develop the Better Speaker in You" is a communication and leadership book by Herman Cain that offers practical guidance on improving public speaking and persuasive leadership skills.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Speak as a Leader: Develop the Better Speaker in You Target entity description: "Speak as a Leader: Develop the Better Speaker in You" is a communication and leadership book by Herman Cain that offers practical guidance on improving public speaking and persuasive leadership skills.
-
A.
Osgood on Speaking: How to Think on Your Feet Without Falling on Your Face
"Osgood on Speaking: How to Think on Your Feet Without Falling on Your Face" is a practical public-speaking guide by broadcaster Charles Osgood that offers advice on impromptu speaking, presentation skills, and effective communication.
-
B.
How to Talk to Anyone, Anytime, Anywhere
"How to Talk to Anyone, Anytime, Anywhere" is a communication skills book by legendary broadcaster Larry King that offers practical advice on improving conversation and interpersonal interactions in a wide range of social and professional situations.
-
C.
On Speaking Well
"On Speaking Well" is a practical guide to effective public speaking and speechwriting by columnist and former presidential speechwriter Peggy Noonan.
-
D.
How to Talk Dirty and Influence People
"How to Talk Dirty and Influence People" is the provocative, semi-autobiographical memoir by groundbreaking American comedian Lenny Bruce, chronicling his life, career, and battles over free speech and censorship.
-
E.
How to Win Friends and Influence People
How to Win Friends and Influence People is a classic self-help book that teaches practical techniques for improving interpersonal skills, building relationships, and positively influencing others.
- 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_69d886d090cc8190a39cb94992586905 |
completed | April 10, 2026, 5:12 a.m. |
| NER | Named-entity recognition | batch_69e3e8092b548190b45c1695be47edc2 |
completed | April 18, 2026, 8:22 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a013a0e11108190bfcf858142aa9ff3 |
completed | May 11, 2026, 2:08 a.m. |
| NEDg | Description generation | batch_6a013b749680819097159f0fdc379f2c |
completed | May 11, 2026, 2:14 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a013bf9ef508190aac1155680f33eaf |
completed | May 11, 2026, 2:16 a.m. |
Created at: April 10, 2026, 5:36 a.m.