Triple

T255045

Position	Surface form	Disambiguated ID	Type / Status
Subject	Port of Long Beach	`E5418`	entity
Predicate	program	`P804`	FINISHED
Object	Technology Advancement Program The Technology Advancement Program is an environmental innovation initiative by the Port of Long Beach that funds and tests emerging technologies to reduce air emissions and improve sustainability in port operations.	`E32959`	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: Technology Advancement Program | Statement: [Port of Long Beach, program, Technology Advancement Program]

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

Target entity: Technology Advancement Program
Context triple: [Port of Long Beach, program, Technology Advancement Program]

A. Small Business Innovation Research program
The Small Business Innovation Research program is a U.S. government initiative that provides competitive funding to small businesses for research and development with strong commercialization potential.
B. Small Business Technology Transfer program
The Small Business Technology Transfer program is a U.S. federal initiative that funds collaborative research and development projects between small businesses and nonprofit research institutions to help commercialize innovative technologies.
C. Corporate Program
The Corporate Program is a membership initiative of the Council on Foreign Relations that engages business leaders in discussions on global affairs, foreign policy, and international economic issues.
D. Strategic Computing Initiative
The Strategic Computing Initiative was a major 1980s U.S. defense research program aimed at advancing artificial intelligence, machine vision, and high-performance computing for military applications.
E. Directorate of Digital Innovation
The Directorate of Digital Innovation is a branch of the CIA responsible for advancing and integrating cutting-edge digital, cyber, and data capabilities into U.S. intelligence operations.
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: Technology Advancement Program
Triple: [Port of Long Beach, program, Technology Advancement Program]

Generated description

The Technology Advancement Program is an environmental innovation initiative by the Port of Long Beach that funds and tests emerging technologies to reduce air emissions and improve sustainability in port operations.

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

Target entity: Technology Advancement Program
Target entity description: The Technology Advancement Program is an environmental innovation initiative by the Port of Long Beach that funds and tests emerging technologies to reduce air emissions and improve sustainability in port operations.

A. Small Business Innovation Research program
The Small Business Innovation Research program is a U.S. government initiative that provides competitive funding to small businesses for research and development with strong commercialization potential.
B. Small Business Technology Transfer program
The Small Business Technology Transfer program is a U.S. federal initiative that funds collaborative research and development projects between small businesses and nonprofit research institutions to help commercialize innovative technologies.
C. Corporate Program
The Corporate Program is a membership initiative of the Council on Foreign Relations that engages business leaders in discussions on global affairs, foreign policy, and international economic issues.
D. Strategic Computing Initiative
The Strategic Computing Initiative was a major 1980s U.S. defense research program aimed at advancing artificial intelligence, machine vision, and high-performance computing for military applications.
E. Directorate of Digital Innovation
The Directorate of Digital Innovation is a branch of the CIA responsible for advancing and integrating cutting-edge digital, cyber, and data capabilities into U.S. intelligence operations.
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_69a2580a64ac8190ad76e34bb0715b5e`	completed	Feb. 28, 2026, 2:50 a.m.
NER	Named-entity recognition	`batch_69a25d548cac819081b1636b2a057c62`	completed	Feb. 28, 2026, 3:13 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69a3765f5b408190af6e185d6617ef5b`	completed	Feb. 28, 2026, 11:12 p.m.
NEDg	Description generation	`batch_69a3784b3104819096bfbbfe2fc18d6a`	completed	Feb. 28, 2026, 11:20 p.m.
NED2	Entity disambiguation (via description)	`batch_69a378ac061c8190b8f38a6711cf821e`	completed	Feb. 28, 2026, 11:22 p.m.

Created at: Feb. 28, 2026, 2:55 a.m.