Triple
T4194200
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Westford, Massachusetts |
E89104
|
entity |
| Predicate | hasShoppingArea |
P4285
|
FINISHED |
| Object |
Westford Valley Marketplace
Westford Valley Marketplace is a retail shopping center in Westford, Massachusetts, featuring a variety of stores, services, and dining options for local residents.
|
E420118
|
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: Westford Valley Marketplace | Statement: [Westford, Massachusetts, hasShoppingArea, Westford Valley Marketplace]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Westford Valley Marketplace Context triple: [Westford, Massachusetts, hasShoppingArea, Westford Valley Marketplace]
-
A.
Stone Farmers' Market
Stone Farmers' Market is a regular local market event in the town of Stone, offering fresh produce, artisan goods, and other locally sourced products from regional vendors.
-
B.
Wilsonville Town Center
Wilsonville Town Center is a primary retail and commercial hub in Wilsonville, Oregon, featuring a variety of shops, services, and dining options.
-
C.
Essex Green Shopping Center
Essex Green Shopping Center is a major retail and entertainment complex serving as a key commercial hub in West Orange, New Jersey.
-
D.
Tavistock Farmers’ Market
Tavistock Farmers’ Market is a regular local market in Tavistock, Devon, where regional farmers and producers sell fresh food and artisanal goods directly to the public.
-
E.
Westford, Massachusetts
Westford, Massachusetts is a suburban town in northeastern Massachusetts known for its strong public schools, residential character, and proximity to the Greater Boston area.
- 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: Westford Valley Marketplace Triple: [Westford, Massachusetts, hasShoppingArea, Westford Valley Marketplace]
Generated description
Westford Valley Marketplace is a retail shopping center in Westford, Massachusetts, featuring a variety of stores, services, and dining options for local residents.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Westford Valley Marketplace Target entity description: Westford Valley Marketplace is a retail shopping center in Westford, Massachusetts, featuring a variety of stores, services, and dining options for local residents.
-
A.
Stone Farmers' Market
Stone Farmers' Market is a regular local market event in the town of Stone, offering fresh produce, artisan goods, and other locally sourced products from regional vendors.
-
B.
Wilsonville Town Center
Wilsonville Town Center is a primary retail and commercial hub in Wilsonville, Oregon, featuring a variety of shops, services, and dining options.
-
C.
Essex Green Shopping Center
Essex Green Shopping Center is a major retail and entertainment complex serving as a key commercial hub in West Orange, New Jersey.
-
D.
Tavistock Farmers’ Market
Tavistock Farmers’ Market is a regular local market in Tavistock, Devon, where regional farmers and producers sell fresh food and artisanal goods directly to the public.
-
E.
Westford, Massachusetts
Westford, Massachusetts is a suburban town in northeastern Massachusetts known for its strong public schools, residential character, and proximity to the Greater Boston area.
- 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_69aed9569a4481908b6c1fcec2a11e21 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69af034406348190a56c21b5c08a6828 |
completed | March 9, 2026, 5:28 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b58a0b02208190af3a55d38a7a2459 |
completed | March 14, 2026, 4:17 p.m. |
| NEDg | Description generation | batch_69b58e0446d48190a1fd54bcc72af026 |
completed | March 14, 2026, 4:34 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b58e8d57cc8190a823a7cf3a3f0cdf |
completed | March 14, 2026, 4:36 p.m. |
Created at: March 9, 2026, 3:46 p.m.