Triple
T2059399
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | FE Chemical |
E45751
|
entity |
| Predicate | hasReferenceMaterial |
P10464
|
FINISHED |
| Object |
NCEES FE Reference Handbook
The NCEES FE Reference Handbook is the official, comprehensive reference manual provided by NCEES for use during all Fundamentals of Engineering (FE) exams, containing the equations, tables, and data needed for problem solving.
|
E228327
|
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: NCEES FE Reference Handbook | Statement: [FE Chemical, hasReferenceMaterial, NCEES FE Reference Handbook]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: NCEES FE Reference Handbook Context triple: [FE Chemical, hasReferenceMaterial, NCEES FE Reference Handbook]
-
A.
Principles and Practice of Engineering exam
The Principles and Practice of Engineering exam is a professional licensure test in the United States that assesses the competency of engineers who have gained sufficient work experience to practice independently.
-
B.
Fundamentals of Engineering exam
The Fundamentals of Engineering exam is a comprehensive standardized test in the United States that serves as the first step toward professional engineering licensure for recent graduates and students nearing completion of an accredited engineering degree.
-
C.
National Council of Examiners for Engineering and Surveying
The National Council of Examiners for Engineering and Surveying is a U.S.-based nonprofit organization that develops and administers professional licensure examinations for engineers and surveyors across multiple jurisdictions.
-
D.
Fundamentals of Surveying exam
The Fundamentals of Surveying exam is a standardized professional licensing test in the United States that assesses entry-level knowledge and skills in land surveying.
-
E.
NCEES-approved Pearson VUE test centers
NCEES-approved Pearson VUE test centers are authorized examination facilities where candidates take computer-based engineering licensure exams such as the FE.
- 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: NCEES FE Reference Handbook Triple: [FE Chemical, hasReferenceMaterial, NCEES FE Reference Handbook]
Generated description
The NCEES FE Reference Handbook is the official, comprehensive reference manual provided by NCEES for use during all Fundamentals of Engineering (FE) exams, containing the equations, tables, and data needed for problem solving.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: NCEES FE Reference Handbook Target entity description: The NCEES FE Reference Handbook is the official, comprehensive reference manual provided by NCEES for use during all Fundamentals of Engineering (FE) exams, containing the equations, tables, and data needed for problem solving.
-
A.
Principles and Practice of Engineering exam
The Principles and Practice of Engineering exam is a professional licensure test in the United States that assesses the competency of engineers who have gained sufficient work experience to practice independently.
-
B.
Fundamentals of Engineering exam
The Fundamentals of Engineering exam is a comprehensive standardized test in the United States that serves as the first step toward professional engineering licensure for recent graduates and students nearing completion of an accredited engineering degree.
-
C.
National Council of Examiners for Engineering and Surveying
The National Council of Examiners for Engineering and Surveying is a U.S.-based nonprofit organization that develops and administers professional licensure examinations for engineers and surveyors across multiple jurisdictions.
-
D.
Fundamentals of Surveying exam
The Fundamentals of Surveying exam is a standardized professional licensing test in the United States that assesses entry-level knowledge and skills in land surveying.
-
E.
NCEES-approved Pearson VUE test centers
NCEES-approved Pearson VUE test centers are authorized examination facilities where candidates take computer-based engineering licensure exams such as the FE.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasReferenceMaterial Context triple: [FE Chemical, hasReferenceMaterial, NCEES FE Reference Handbook]
-
A.
hasEducationalMaterial
chosen
Indicates that an entity provides, contains, or is associated with educational content or learning resources for another entity.
-
B.
additionalMaterialBy
Indicates that one entity serves as supplementary or supporting material created by a specified agent or source.
-
C.
hasMaterialType
Indicates that something is composed of, made from, or characterized by a specific type of material.
-
D.
materialProvidedFor
Indicates that one entity supplies or makes available a material for use, processing, or incorporation by another entity or purpose.
-
E.
hasNotableReference
Indicates that one entity makes a significant or noteworthy mention of, or allusion to, another entity.
- 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_69a8891a19508190a12ef1e192308dcb |
completed | March 4, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69abb9af42988190a4e977154dd10312 |
completed | March 7, 2026, 5:37 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae2014da048190902b2a23574d34ef |
completed | March 9, 2026, 1:19 a.m. |
| NEDg | Description generation | batch_69ae20dff3c48190943a913c63247537 |
completed | March 9, 2026, 1:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae21465d048190a1ee3a52c96ee37d |
completed | March 9, 2026, 1:24 a.m. |
| PD | Predicate disambiguation | batch_69abb7ad5a7c8190b92575d6053b3fb7 |
completed | March 7, 2026, 5:29 a.m. |
Created at: March 4, 2026, 7:40 p.m.