Triple
T18466671
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Roger W. Babson |
E451179
|
entity |
| Predicate | wrote |
P2831
|
FINISHED |
| Object | Business Barometers for Anticipating Conditions |
—
|
NE NERFINISHED |
How this triple was built (3 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: Business Barometers for Anticipating Conditions | Statement: [Roger W. Babson, wrote, Business Barometers for Anticipating Conditions]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Business Barometers for Anticipating Conditions Context triple: [Roger W. Babson, wrote, Business Barometers for Anticipating Conditions]
-
A.
Wharton econometric forecasting model
The Wharton econometric forecasting model is a large-scale macroeconometric model of the U.S. economy used for economic analysis and forecasting, developed under the leadership of economist Lawrence Klein.
-
B.
The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition
"The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition" is a business and technology book by Vivek Ranadivé that explains how companies can use real-time data and predictive analytics to gain a competitive edge.
-
C.
Experience and Prediction
Experience and Prediction is a seminal philosophical work by Hans Reichenbach that develops a logical and probabilistic foundation for scientific knowledge and induction within the framework of logical empiricism.
-
D.
The Future of Data Analysis
"The Future of Data Analysis" is a seminal 1962 paper by statistician John W. Tukey that helped define and popularize exploratory data analysis and reshaped modern statistical practice.
-
E.
BIME Analytics
BIME Analytics is a cloud-based business intelligence and data visualization platform known for enabling companies to analyze and report on customer and operational data.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Business Barometers for Anticipating Conditions Target entity description: *Business Barometers for Anticipating Conditions* is an early 20th-century economic analysis book that explains how to use statistical indicators and business data to forecast economic trends and business cycles.
-
A.
Wharton econometric forecasting model
The Wharton econometric forecasting model is a large-scale macroeconometric model of the U.S. economy used for economic analysis and forecasting, developed under the leadership of economist Lawrence Klein.
-
B.
The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition
"The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition" is a business and technology book by Vivek Ranadivé that explains how companies can use real-time data and predictive analytics to gain a competitive edge.
-
C.
Experience and Prediction
Experience and Prediction is a seminal philosophical work by Hans Reichenbach that develops a logical and probabilistic foundation for scientific knowledge and induction within the framework of logical empiricism.
-
D.
The Future of Data Analysis
"The Future of Data Analysis" is a seminal 1962 paper by statistician John W. Tukey that helped define and popularize exploratory data analysis and reshaped modern statistical practice.
-
E.
BIME Analytics
BIME Analytics is a cloud-based business intelligence and data visualization platform known for enabling companies to analyze and report on customer and operational data.
- F. None of above. chosen
Provenance (2 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_69d8d38465a0819099b9b42d2a662ac1 |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e52a83a27c8190aafb82f615c2dd72 |
completed | April 19, 2026, 7:18 p.m. |
Created at: April 10, 2026, 11:34 a.m.