Triple
T9899263
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Azure Cognitive Services |
E182244
|
entity |
| Predicate | includesService |
P1393
|
FINISHED |
| Object |
Azure Form Recognizer
Azure Form Recognizer is a cloud-based AI service that uses machine learning to extract structured data, text, and key-value pairs from documents and forms.
|
E828315
|
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: Azure Form Recognizer | Statement: [Azure Cognitive Services, includesService, Azure Form Recognizer]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Azure Form Recognizer Context triple: [Azure Cognitive Services, includesService, Azure Form Recognizer]
-
A.
LayoutLM
LayoutLM is a transformer-based document understanding model that jointly leverages text, layout, and visual information to process and analyze scanned documents and forms.
-
B.
DocSend
DocSend is a document-sharing and tracking platform designed for securely sending files and gaining analytics on how recipients engage with them.
-
C.
Adobe Scan
Adobe Scan is a mobile scanning app by Adobe that converts physical documents into high-quality PDFs and integrates with Adobe’s cloud-based document services.
-
D.
Office Lens
Office Lens is a Microsoft mobile scanning app that captures documents, whiteboards, and other content with a device camera and converts them into editable, shareable digital files.
-
E.
Adobe Document Cloud
Adobe Document Cloud is Adobe’s integrated suite of cloud-based services and apps for creating, editing, managing, and securely sharing PDF documents across devices.
- 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: Azure Form Recognizer Triple: [Azure Cognitive Services, includesService, Azure Form Recognizer]
Generated description
Azure Form Recognizer is a cloud-based AI service that uses machine learning to extract structured data, text, and key-value pairs from documents and forms.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Azure Form Recognizer Target entity description: Azure Form Recognizer is a cloud-based AI service that uses machine learning to extract structured data, text, and key-value pairs from documents and forms.
-
A.
LayoutLM
LayoutLM is a transformer-based document understanding model that jointly leverages text, layout, and visual information to process and analyze scanned documents and forms.
-
B.
DocSend
DocSend is a document-sharing and tracking platform designed for securely sending files and gaining analytics on how recipients engage with them.
-
C.
Adobe Scan
Adobe Scan is a mobile scanning app by Adobe that converts physical documents into high-quality PDFs and integrates with Adobe’s cloud-based document services.
-
D.
Office Lens
Office Lens is a Microsoft mobile scanning app that captures documents, whiteboards, and other content with a device camera and converts them into editable, shareable digital files.
-
E.
Adobe Document Cloud
Adobe Document Cloud is Adobe’s integrated suite of cloud-based services and apps for creating, editing, managing, and securely sharing PDF documents across devices.
- 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_69ca82876f8081909cf75df0f99bb13f |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cdb4adc03481909e0f657db01e5bab |
completed | April 2, 2026, 12:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d1eb1b9534819093c5150f1ed8f685 |
completed | April 5, 2026, 4:54 a.m. |
| NEDg | Description generation | batch_69d1ecb3e4a08190add9b971d96f331d |
completed | April 5, 2026, 5:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d1ed413edc81908177be16d5127a58 |
completed | April 5, 2026, 5:04 a.m. |
Created at: March 30, 2026, 8:40 p.m.