Triple
T8195522
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Michael Porter |
E191419
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object |
Porter’s Five Forces framework
Porter’s Five Forces framework is a strategic management tool that analyzes the competitive forces shaping an industry to assess its attractiveness and profitability.
|
E718426
|
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: Porter’s Five Forces framework | Statement: [Michael Porter, knownFor, Porter’s Five Forces framework]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Porter’s Five Forces framework Context triple: [Michael Porter, knownFor, Porter’s Five Forces framework]
-
A.
"The Nature of the Firm"
"The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
-
B.
Markets and Hierarchies: Analysis and Antitrust Implications
Markets and Hierarchies: Analysis and Antitrust Implications is a seminal 1975 book in transaction cost economics that examines how firms and markets are structured and the implications of these organizational forms for antitrust policy.
-
C.
Reports on the relation of corporate size to market dominance
"Reports on the relation of corporate size to market dominance" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how the scale of corporations affects their competitive power and control over markets.
-
D.
The Theory of Industrial Organization
The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
-
E.
The Economics of Industry
The Economics of Industry is an influential 19th-century economics textbook co-authored by Mary Paley Marshall and Alfred Marshall that helped shape the study of industrial organization and economic theory.
- 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: Porter’s Five Forces framework Triple: [Michael Porter, knownFor, Porter’s Five Forces framework]
Generated description
Porter’s Five Forces framework is a strategic management tool that analyzes the competitive forces shaping an industry to assess its attractiveness and profitability.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Porter’s Five Forces framework Target entity description: Porter’s Five Forces framework is a strategic management tool that analyzes the competitive forces shaping an industry to assess its attractiveness and profitability.
-
A.
"The Nature of the Firm"
"The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
-
B.
Markets and Hierarchies: Analysis and Antitrust Implications
Markets and Hierarchies: Analysis and Antitrust Implications is a seminal 1975 book in transaction cost economics that examines how firms and markets are structured and the implications of these organizational forms for antitrust policy.
-
C.
Reports on the relation of corporate size to market dominance
"Reports on the relation of corporate size to market dominance" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how the scale of corporations affects their competitive power and control over markets.
-
D.
The Theory of Industrial Organization
The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
-
E.
The Economics of Industry
The Economics of Industry is an influential 19th-century economics textbook co-authored by Mary Paley Marshall and Alfred Marshall that helped shape the study of industrial organization and economic theory.
- 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_69ca82c6e9548190a4c5ca14516e4417 |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb5c20fbd08190b9966e3c967e9c71 |
completed | March 31, 2026, 5:31 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ccedaab8848190877fbe2de9b83957 |
completed | April 1, 2026, 10:04 a.m. |
| NEDg | Description generation | batch_69ccf1b706f08190993f4a75eac5f49c |
completed | April 1, 2026, 10:21 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cd059457788190a900402ee4cd50d5 |
completed | April 1, 2026, 11:46 a.m. |
Created at: March 30, 2026, 5:42 p.m.