Triple

T15921303
Position Surface form Disambiguated ID Type / Status
Subject Frank Gambale E386097 entity
Predicate hasWritten P2831 FINISHED
Object Speed Picking
Speed Picking is an instructional guitar book by virtuoso Frank Gambale that teaches his signature economy-picking technique for fast, fluid lead playing.
 E1184192 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: Speed Picking | Statement: [Frank Gambale, hasWritten, Speed Picking]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Speed Picking
Context triple: [Frank Gambale, hasWritten, Speed Picking]
  • A. Speed
    "Speed" is a film featuring Indian actor Sanjay Suri in a prominent role.
  • B. Speed
    Speed is a 1994 action thriller film starring Keanu Reeves and Sandra Bullock, centered on a city bus that will explode if its speed drops below 50 miles per hour.
  • C. Speed
    Speed is a small town located in Edgecombe County, North Carolina, United States.
  • D. Speed
    Speed is a Marvel Comics superhero and member of the Young Avengers known for his superhuman velocity and resemblance to Quicksilver.
  • E. Speed
    Speed is a common English surname borne by various notable individuals in fields such as art, sports, and public life.
  • 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: Speed Picking
Triple: [Frank Gambale, hasWritten, Speed Picking]
Generated description
Speed Picking is an instructional guitar book by virtuoso Frank Gambale that teaches his signature economy-picking technique for fast, fluid lead playing.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Speed Picking
Target entity description: Speed Picking is an instructional guitar book by virtuoso Frank Gambale that teaches his signature economy-picking technique for fast, fluid lead playing.
  • A. Speed
    "Speed" is a film featuring Indian actor Sanjay Suri in a prominent role.
  • B. Speed
    Speed is a small town located in Edgecombe County, North Carolina, United States.
  • C. Speed
    Speed is a Marvel Comics superhero and member of the Young Avengers known for his superhuman velocity and resemblance to Quicksilver.
  • D. Speed
    Speed is a 1994 action thriller film starring Keanu Reeves and Sandra Bullock, centered on a city bus that will explode if its speed drops below 50 miles per hour.
  • E. Speed
    Speed is a common English surname borne by various notable individuals in fields such as art, sports, and public life.
  • 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_69d86da686e4819097cbf3b1fc2d881d completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e156818cbc819086c956475ad23825 completed April 16, 2026, 9:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffb5a96e508190a64c2be6dc506e86 completed May 9, 2026, 10:31 p.m.
NEDg Description generation batch_69ffb62f3d8881908ede4a9a4b53bef2 completed May 9, 2026, 10:33 p.m.
NED2 Entity disambiguation (via description) batch_69ffb6f3154481909632913f4d7cfdba completed May 9, 2026, 10:36 p.m.
Created at: April 10, 2026, 4:52 a.m.