Triple
T22181719
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Larsen & Toubro in collaboration with Hanwha Defense |
E548183
|
entity |
| Predicate | engineeringPartner |
P34923
|
FINISHED |
| Object | Larsen & Toubro |
—
|
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: Larsen & Toubro | Statement: [Larsen & Toubro in collaboration with Hanwha Defense, engineeringPartner, Larsen & Toubro]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Larsen & Toubro Context triple: [Larsen & Toubro in collaboration with Hanwha Defense, engineeringPartner, Larsen & Toubro]
-
A.
Larsen & Toubro
chosen
Larsen & Toubro is a major Indian multinational conglomerate known for its leadership in engineering, construction, manufacturing, and technology services.
-
B.
Tata Group
Tata Group is a major Indian multinational conglomerate with diverse businesses spanning sectors such as steel, automobiles, information technology, telecommunications, and hospitality.
-
C.
Wipro Limited
Wipro Limited is a major Indian multinational information technology, consulting, and business process services company headquartered in Bengaluru.
-
D.
L&T Infotech
L&T Infotech is a global IT services and consulting company that provides technology solutions, digital transformation, and outsourcing services across various industries.
-
E.
Tata International
Tata International is a global trading and distribution company of the Tata Group, operating across sectors such as metals, minerals, leather, and agri-products in numerous international markets.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: engineeringPartner Context triple: [Larsen & Toubro in collaboration with Hanwha Defense, engineeringPartner, Larsen & Toubro]
-
A.
technologyPartner
Indicates a collaborative relationship where one entity provides technological expertise, products, or services to support or co-develop another entity’s solutions or operations.
-
B.
cooperationPartner
chosen
Indicates that two entities are engaged in a collaborative relationship, working together toward shared goals or mutual benefit.
-
C.
fabricationPartner
Indicates a relationship where one entity serves as a manufacturing or production collaborator responsible for fabricating another entity’s designs, components, or products.
-
D.
procurementPartner
Indicates that one entity serves as a supplier or provider responsible for acquiring goods or services on behalf of another entity.
-
E.
formerManufacturerPartner
Indicates that two entities were previously in a manufacturer–partner business relationship, but that partnership has since ended.
- F. None of above.
Provenance (3 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_69e11e3d53f88190a2b690e3f25bb062 |
completed | April 16, 2026, 5:37 p.m. |
| NER | Named-entity recognition | batch_69f12aa5998081909ff35f8b5df4f92f |
completed | April 28, 2026, 9:46 p.m. |
| PD | Predicate disambiguation | batch_69e71b48576c8190a8e93738fd9cfda5 |
completed | April 21, 2026, 6:38 a.m. |
Created at: April 16, 2026, 8:35 p.m.