Triple
T13961185
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Helping Families Save Their Homes Act of 2009 |
E335794
|
entity |
| Predicate | appliesTo |
P1129
|
FINISHED |
| Object | United States mortgage servicers |
E1004369
|
NE FINISHED |
How this triple was built (2 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: United States mortgage servicers | Statement: [Helping Families Save Their Homes Act of 2009, appliesTo, United States mortgage servicers]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: United States mortgage servicers Context triple: [Helping Families Save Their Homes Act of 2009, appliesTo, United States mortgage servicers]
-
A.
United States mortgage industry
chosen
The United States mortgage industry is the vast financial sector that originates, funds, services, and securitizes home loans, playing a central role in American housing finance and the broader economy.
-
B.
CitiMortgage
CitiMortgage is the home lending and mortgage services division of Citigroup, providing mortgage loans and related financial products to consumers.
-
C.
AMC Mortgage Services
AMC Mortgage Services is a U.S.-based mortgage lending and servicing company that operated as a subsidiary of ACC Capital Holdings, known for originating and managing residential home loans.
-
D.
Ameriquest Mortgage Company
Ameriquest Mortgage Company was a major U.S. subprime mortgage lender that became emblematic of predatory lending practices and the excesses leading up to the 2008 financial crisis.
-
E.
United Wholesale Mortgage
United Wholesale Mortgage is a major U.S.-based wholesale mortgage lender that works primarily through independent mortgage brokers to originate home loans.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
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_69d81c61f3508190aaf2ca0dc0002c59 |
completed | April 9, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69de2e7c73d48190b8e02971b5a8ed5f |
completed | April 14, 2026, 12:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fba1d6b2e88190b4d2237413f509ee |
completed | May 6, 2026, 8:17 p.m. |
Created at: April 9, 2026, 10:18 p.m.