Triple
T527010
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | NMTC Program |
E10940
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | Low-Income Housing Tax Credit |
E12422
|
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: Low-Income Housing Tax Credit | Statement: [NMTC Program, relatedTo, Low-Income Housing Tax Credit]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Low-Income Housing Tax Credit Context triple: [NMTC Program, relatedTo, Low-Income Housing Tax Credit]
-
A.
Low-Income Housing Tax Credit
chosen
The Low-Income Housing Tax Credit is a U.S. federal tax incentive program that encourages private investment in affordable rental housing for low-income households.
-
B.
New Markets Tax Credit Program
The New Markets Tax Credit Program is a U.S. federal initiative that incentivizes private investment in low-income communities by offering tax credits to investors in qualified community development projects.
-
C.
Public Housing Capital Fund
The Public Housing Capital Fund is a federal funding program that provides grants to public housing agencies for the modernization, repair, and development of public housing properties in the United States.
-
D.
Section 8 Housing Choice Voucher Program
The Section 8 Housing Choice Voucher Program is a federal rental assistance initiative that helps low-income families, the elderly, and people with disabilities afford safe, decent housing in the private market.
-
E.
Cranston-Gonzalez National Affordable Housing Act
The Cranston-Gonzalez National Affordable Housing Act is a landmark 1990 U.S. federal law that expanded and restructured housing assistance programs to increase the supply of affordable housing for low- and moderate-income households.
- 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_69a2e84b16c4819088d284c47c3a7968 |
completed | Feb. 28, 2026, 1:06 p.m. |
| NER | Named-entity recognition | batch_69a2f1d0d22081908aad915482d39e74 |
completed | Feb. 28, 2026, 1:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a4b24157608190b4c7df2cae453a1f |
completed | March 1, 2026, 9:40 p.m. |
Created at: Feb. 28, 2026, 1:12 p.m.