Triple
T14386421
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Massachusetts Department of Agricultural Resources |
E356733
|
entity |
| Predicate | oversees |
P46
|
FINISHED |
| Object |
Massachusetts farmland protection programs
Massachusetts farmland protection programs are state initiatives designed to preserve agricultural land by preventing its conversion to non-farm uses and supporting the long-term viability of farming in the state.
|
E1097327
|
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: Massachusetts farmland protection programs | Statement: [Massachusetts Department of Agricultural Resources, oversees, Massachusetts farmland protection programs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Massachusetts farmland protection programs Context triple: [Massachusetts Department of Agricultural Resources, oversees, Massachusetts farmland protection programs]
-
A.
Agricultural Conservation Easement Program
The Agricultural Conservation Easement Program is a U.S. Department of Agriculture initiative that provides financial and technical assistance to help landowners conserve agricultural lands and wetlands through long-term or permanent easements.
-
B.
United States federal farm programs
United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
-
C.
Maryland soil conservation districts
Maryland soil conservation districts are local governmental entities in Maryland that work with landowners and farmers to prevent soil erosion, protect water quality, and promote sustainable land management practices.
-
D.
USDA conservation programs
USDA conservation programs are a suite of federal initiatives that provide financial and technical assistance to landowners and producers to protect natural resources, enhance wildlife habitat, and promote sustainable agricultural land use.
-
E.
National Programs in Natural Resources and Sustainable Agricultural Systems
National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
- 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: Massachusetts farmland protection programs Triple: [Massachusetts Department of Agricultural Resources, oversees, Massachusetts farmland protection programs]
Generated description
Massachusetts farmland protection programs are state initiatives designed to preserve agricultural land by preventing its conversion to non-farm uses and supporting the long-term viability of farming in the state.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Massachusetts farmland protection programs Target entity description: Massachusetts farmland protection programs are state initiatives designed to preserve agricultural land by preventing its conversion to non-farm uses and supporting the long-term viability of farming in the state.
-
A.
Agricultural Conservation Easement Program
The Agricultural Conservation Easement Program is a U.S. Department of Agriculture initiative that provides financial and technical assistance to help landowners conserve agricultural lands and wetlands through long-term or permanent easements.
-
B.
United States federal farm programs
United States federal farm programs are government initiatives that provide financial support, risk management, and regulatory frameworks to stabilize agricultural markets, support farm incomes, and ensure a reliable food supply.
-
C.
Maryland soil conservation districts
Maryland soil conservation districts are local governmental entities in Maryland that work with landowners and farmers to prevent soil erosion, protect water quality, and promote sustainable land management practices.
-
D.
USDA conservation programs
USDA conservation programs are a suite of federal initiatives that provide financial and technical assistance to landowners and producers to protect natural resources, enhance wildlife habitat, and promote sustainable agricultural land use.
-
E.
National Programs in Natural Resources and Sustainable Agricultural Systems
National Programs in Natural Resources and Sustainable Agricultural Systems is a U.S. Agricultural Research Service research portfolio focused on conserving natural resources and advancing sustainable agricultural production systems.
- 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_69d827927c988190ad98bb0360981783 |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de9025cff881908c08224d90d9f750 |
completed | April 14, 2026, 7:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd5513e8888190bc6b6cb33fd9b670 |
completed | May 8, 2026, 3:14 a.m. |
| NEDg | Description generation | batch_69fd569747708190b6cae2679cf9df89 |
completed | May 8, 2026, 3:20 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd5702e95481909f02440dbb233902 |
completed | May 8, 2026, 3:22 a.m. |
Created at: April 10, 2026, 1:16 a.m.