Triple

T6498537
Position Surface form Disambiguated ID Type / Status
Subject Robert H. Richards E148816 entity
Predicate notableWork P4 FINISHED
Object Textbook of Ore Dressing
Textbook of Ore Dressing is a foundational mining engineering book that systematically covers the principles and methods of ore processing and mineral beneficiation.
E602776 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: Textbook of Ore Dressing | Statement: [Robert H. Richards, notableWork, Textbook of Ore Dressing]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Textbook of Ore Dressing
Context triple: [Robert H. Richards, notableWork, Textbook of Ore Dressing]
  • A. Traité élémentaire de minéralogie
    Traité élémentaire de minéralogie is a foundational early 19th-century textbook on mineralogy that helped systematize the classification and study of minerals.
  • B. An Introduction to Metallurgy
    An Introduction to Metallurgy is a foundational textbook by materials scientist Alan Cottrell that systematically explains the principles and applications of metallurgical science.
  • C. Song of the Minerals
    Song of the Minerals is a musical segment from the educational TV series "The Magic School Bus" that teaches children about different types of minerals through song.
  • D. The Elements of Geology
    The Elements of Geology is a foundational 19th-century textbook by Charles Lyell that helped establish modern geological science and popularize uniformitarian principles.
  • E. Theoretical and practical papers on water-bearing strata
    "Theoretical and practical papers on water-bearing strata" is a significant geological work by Joseph Prestwich that analyzes the nature, behavior, and management of groundwater within permeable rock formations.
  • 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: Textbook of Ore Dressing
Triple: [Robert H. Richards, notableWork, Textbook of Ore Dressing]
Generated description
Textbook of Ore Dressing is a foundational mining engineering book that systematically covers the principles and methods of ore processing and mineral beneficiation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Textbook of Ore Dressing
Target entity description: Textbook of Ore Dressing is a foundational mining engineering book that systematically covers the principles and methods of ore processing and mineral beneficiation.
  • A. Traité élémentaire de minéralogie
    Traité élémentaire de minéralogie is a foundational early 19th-century textbook on mineralogy that helped systematize the classification and study of minerals.
  • B. An Introduction to Metallurgy
    An Introduction to Metallurgy is a foundational textbook by materials scientist Alan Cottrell that systematically explains the principles and applications of metallurgical science.
  • C. Text-Book of Geology
    Text-Book of Geology is a foundational geology textbook by Scottish geologist Archibald Geikie that systematically presents the principles, processes, and history of the Earth.
  • D. Song of the Minerals
    Song of the Minerals is a musical segment from the educational TV series "The Magic School Bus" that teaches children about different types of minerals through song.
  • E. The Elements of Geology
    The Elements of Geology is a foundational 19th-century textbook by Charles Lyell that helped establish modern geological science and popularize uniformitarian principles.
  • 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_69c687e9ad288190bae5bcac9c8ac855 completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c68ad00d10819096c43f311388fa3a completed March 27, 2026, 1:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cb16d6a48190b6871e55fda2e1a6 completed March 27, 2026, 6:23 p.m.
NEDg Description generation batch_69c6d11efda48190b99b2793801898d1 completed March 27, 2026, 6:49 p.m.
NED2 Entity disambiguation (via description) batch_69c6d1d51d8c8190be4408413110ed9a completed March 27, 2026, 6:52 p.m.
Created at: March 27, 2026, 1:41 p.m.