Triple

T742179
Position Surface form Disambiguated ID Type / Status
Subject Holocene E15266 entity
Predicate containsEvent P6285 FINISHED
Object Neolithic Revolution
The Neolithic Revolution was the prehistoric transition during which human societies shifted from nomadic hunting and gathering to settled agriculture, leading to the rise of villages, population growth, and the foundations of complex civilizations.
E87431 NE FINISHED

How this triple was built (5 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: Neolithic Revolution | Statement: [Holocene, containsEvent, Neolithic Revolution]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Neolithic Revolution
Context triple: [Holocene, containsEvent, Neolithic Revolution]
  • A. Agricultural Revolution in Britain
    The Agricultural Revolution in Britain was a period of major changes in farming techniques, land use, and rural society that dramatically increased agricultural productivity and supported rapid population and industrial growth.
  • B. Stone Age
    The Stone Age is the earliest known period of human prehistory, characterized by the creation and use of stone tools before the advent of metalworking.
  • C. Paleo-Indian period
    The Paleo-Indian period is the earliest known phase of human habitation in the Americas, characterized by nomadic hunter-gatherer groups who used distinctive stone tools to hunt now-extinct megafauna.
  • D. Bronze Age
    The Bronze Age was an ancient era characterized by the widespread use of bronze tools and weapons, early urbanization, and the emergence of complex societies across regions including the Near East, where the Hebrews lived.
  • E. Industrial Revolution
    The Industrial Revolution was a transformative period from the late 18th to 19th centuries marked by the shift from agrarian, handcraft economies to industrial, machine-based manufacturing and rapid technological, social, and economic change.
  • 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: Neolithic Revolution
Triple: [Holocene, containsEvent, Neolithic Revolution]
Generated description
The Neolithic Revolution was the prehistoric transition during which human societies shifted from nomadic hunting and gathering to settled agriculture, leading to the rise of villages, population growth, and the foundations of complex civilizations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Neolithic Revolution
Target entity description: The Neolithic Revolution was the prehistoric transition during which human societies shifted from nomadic hunting and gathering to settled agriculture, leading to the rise of villages, population growth, and the foundations of complex civilizations.
  • A. Agricultural Revolution in Britain
    The Agricultural Revolution in Britain was a period of major changes in farming techniques, land use, and rural society that dramatically increased agricultural productivity and supported rapid population and industrial growth.
  • B. Stone Age
    The Stone Age is the earliest known period of human prehistory, characterized by the creation and use of stone tools before the advent of metalworking.
  • C. Paleo-Indian period
    The Paleo-Indian period is the earliest known phase of human habitation in the Americas, characterized by nomadic hunter-gatherer groups who used distinctive stone tools to hunt now-extinct megafauna.
  • D. Bronze Age
    The Bronze Age was an ancient era characterized by the widespread use of bronze tools and weapons, early urbanization, and the emergence of complex societies across regions including the Near East, where the Hebrews lived.
  • E. Industrial Revolution
    The Industrial Revolution was a transformative period from the late 18th to 19th centuries marked by the shift from agrarian, handcraft economies to industrial, machine-based manufacturing and rapid technological, social, and economic change.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: containsEvent
Context triple: [Holocene, containsEvent, Neolithic Revolution]
  • A. hasSubEvent chosen
    Indicates that an event is composed of, or includes as part of its structure, another event that occurs within it.
  • B. hasEventType
    Indicates that an event is associated with, or classified under, a specific type or category of event.
  • C. coversEvent
    Indicates that one event includes, spans, or encompasses the time period or occurrence of another event.
  • D. containsSchedule
    Indicates that one entity includes or holds a schedule associated with another entity or activity.
  • E. includesElement
    Indicates that one collection, set, or structure contains a specified element as a member or component.
  • F. None of above.

Provenance (6 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_69a49358aa308190adbc9b5a0a2adcf9 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a60e286c81908787a41cf9b9f150 completed March 1, 2026, 8:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69a64a63f9288190b86e4a75467acce0 completed March 3, 2026, 2:41 a.m.
NEDg Description generation batch_69a64aef14c48190b947a4c3a7becc0f completed March 3, 2026, 2:43 a.m.
NED2 Entity disambiguation (via description) batch_69a64b80d5fc81909e69832457569064 completed March 3, 2026, 2:46 a.m.
PD Predicate disambiguation batch_69a4a4fdaaf48190985f62acfc069508 completed March 1, 2026, 8:43 p.m.
Created at: March 1, 2026, 7:37 p.m.