Triple

T810103

Position	Surface form	Disambiguated ID	Type / Status
Subject	Ashley Montagu	`E17523`	entity
Predicate	notableWork	`P4`	FINISHED
Object	The Direction of Human Development "The Direction of Human Development" is a work by anthropologist Ashley Montagu that explores the biological, social, and cultural factors shaping human growth and evolution.	`E97774`	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: The Direction of Human Development | Statement: [Ashley Montagu, notableWork, The Direction of Human Development]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: The Direction of Human Development
Context triple: [Ashley Montagu, notableWork, The Direction of Human Development]

A. Human Development Report
The Human Development Report is an annual United Nations publication that analyzes global development using measures beyond income, most notably the Human Development Index, to assess and compare countries’ well-being.
B. Development as Freedom
Development as Freedom is a seminal book by economist Amartya Sen that argues true development should be understood as the expansion of people's substantive freedoms and capabilities rather than merely economic growth.
C. Science and Human Behavior
Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
D. Models of Man
Models of Man is a seminal book by Herbert A. Simon that explores human decision-making and behavior through the lens of bounded rationality and mathematical models in the social sciences.
E. An Inquiry into Well-Being and Destitution
An Inquiry into Well-Being and Destitution is an influential economic and philosophical treatise that rigorously examines the concepts of welfare, poverty, and inequality within a comprehensive theoretical framework.
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: The Direction of Human Development
Triple: [Ashley Montagu, notableWork, The Direction of Human Development]

Generated description

"The Direction of Human Development" is a work by anthropologist Ashley Montagu that explores the biological, social, and cultural factors shaping human growth and evolution.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: The Direction of Human Development
Target entity description: "The Direction of Human Development" is a work by anthropologist Ashley Montagu that explores the biological, social, and cultural factors shaping human growth and evolution.

A. Human Development Report
The Human Development Report is an annual United Nations publication that analyzes global development using measures beyond income, most notably the Human Development Index, to assess and compare countries’ well-being.
B. Development as Freedom
Development as Freedom is a seminal book by economist Amartya Sen that argues true development should be understood as the expansion of people's substantive freedoms and capabilities rather than merely economic growth.
C. Science and Human Behavior
Science and Human Behavior is a foundational book by B. F. Skinner that systematically presents the principles of behaviorism and their application to understanding and predicting human actions.
D. Models of Man
Models of Man is a seminal book by Herbert A. Simon that explores human decision-making and behavior through the lens of bounded rationality and mathematical models in the social sciences.
E. An Inquiry into Well-Being and Destitution
An Inquiry into Well-Being and Destitution is an influential economic and philosophical treatise that rigorously examines the concepts of welfare, poverty, and inequality within a comprehensive theoretical framework.
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_69a4937ae8a08190b5084a03d532b30e`	completed	March 1, 2026, 7:28 p.m.
NER	Named-entity recognition	`batch_69a4ab26d36c8190800e98890b7ae08e`	completed	March 1, 2026, 9:09 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69a76d8869888190a95857546dfae5b3`	completed	March 3, 2026, 11:23 p.m.
NEDg	Description generation	`batch_69a78e436c048190b31b53fff1c48f1d`	completed	March 4, 2026, 1:43 a.m.
NED2	Entity disambiguation (via description)	`batch_69a78eb80f6081908257889efaff6d33`	completed	March 4, 2026, 1:45 a.m.

Created at: March 1, 2026, 7:38 p.m.