Triple

T3308916
Position Surface form Disambiguated ID Type / Status
Subject Leslie Valiant E69521 entity
Predicate notableWork P4 FINISHED
Object “Probably Approximately Correct” (book)
“Probably Approximately Correct” is a 2013 book by computer scientist Leslie Valiant that explores how ideas from computational learning theory can explain intelligence, evolution, and the way we understand the world.
E345815 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: “Probably Approximately Correct” (book) | Statement: [Leslie Valiant, notableWork, “Probably Approximately Correct” (book)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “Probably Approximately Correct” (book)
Context triple: [Leslie Valiant, notableWork, “Probably Approximately Correct” (book)]
  • A. The Advancement of Learning
    The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
  • B. In a World of Pseudorandomness
    "In a World of Pseudorandomness" is a theoretical computer science work exploring the foundations, constructions, and implications of pseudorandomness in computation and cryptography.
  • C. Outside in the Teaching Machine
    Outside in the Teaching Machine is a collection of essays by postcolonial theorist Gayatri Chakravorty Spivak that critiques global capitalism, education, and representation from the perspective of marginalized voices.
  • D. How to Create a Mind
    "How to Create a Mind" is a nonfiction book by futurist Ray Kurzweil that explores the workings of human intelligence and proposes designs for advanced artificial intelligence based on the brain’s principles.
  • E. The Universal Computer
    The Universal Computer is a book by mathematician and logician Martin Davis that traces the history and development of the concept of computation and the universal Turing machine.
  • 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: “Probably Approximately Correct” (book)
Triple: [Leslie Valiant, notableWork, “Probably Approximately Correct” (book)]
Generated description
“Probably Approximately Correct” is a 2013 book by computer scientist Leslie Valiant that explores how ideas from computational learning theory can explain intelligence, evolution, and the way we understand the world.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “Probably Approximately Correct” (book)
Target entity description: “Probably Approximately Correct” is a 2013 book by computer scientist Leslie Valiant that explores how ideas from computational learning theory can explain intelligence, evolution, and the way we understand the world.
  • A. The Advancement of Learning
    The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
  • B. In a World of Pseudorandomness
    "In a World of Pseudorandomness" is a theoretical computer science work exploring the foundations, constructions, and implications of pseudorandomness in computation and cryptography.
  • C. Outside in the Teaching Machine
    Outside in the Teaching Machine is a collection of essays by postcolonial theorist Gayatri Chakravorty Spivak that critiques global capitalism, education, and representation from the perspective of marginalized voices.
  • D. How to Create a Mind
    "How to Create a Mind" is a nonfiction book by futurist Ray Kurzweil that explores the workings of human intelligence and proposes designs for advanced artificial intelligence based on the brain’s principles.
  • E. The Universal Computer
    The Universal Computer is a book by mathematician and logician Martin Davis that traces the history and development of the concept of computation and the universal Turing machine.
  • 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_69ad859f218081909458d2cebbf57565 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb0e9f33c81909cff835a83e0a657 completed March 8, 2026, 5:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69b2f3edc0c081908a7f5c02fe18584b completed March 12, 2026, 5:12 p.m.
NEDg Description generation batch_69b2fa2ba81c8190bc86a855c59b7c2f completed March 12, 2026, 5:38 p.m.
NED2 Entity disambiguation (via description) batch_69b303a4cb4481908b56ee60765b5fac completed March 12, 2026, 6:19 p.m.
Created at: March 8, 2026, 3:11 p.m.