Triple

T5324648
Position Surface form Disambiguated ID Type / Status
Subject Agriculture Improvement Act of 2018 E121756 entity
Predicate includesTitle P3254 FINISHED
Object Title VIII – Forestry
Title VIII – Forestry is the section of the 2018 U.S. Farm Bill that governs federal forest management, conservation, and related forestry programs and policies.
 E511877 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: Title VIII – Forestry | Statement: [Agriculture Improvement Act of 2018, includesTitle, Title VIII – Forestry]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Title VIII – Forestry
Context triple: [Agriculture Improvement Act of 2018, includesTitle, Title VIII – Forestry]
  • A. Forest Conservation Act, 1980
    The Forest Conservation Act, 1980 is an Indian law that regulates the diversion and use of forest land to curb deforestation and promote sustainable forest management.
  • B. National Forest Management Act of 1976
    The National Forest Management Act of 1976 is a U.S. federal law that governs the administration and planning of national forests, emphasizing sustainable resource management, environmental protection, and public participation in decision-making.
  • C. SFI Forest Management
    SFI Forest Management is a certification standard that verifies forests are managed sustainably, balancing environmental protection, social responsibility, and economic viability.
  • D. Forest Division
    The Forest Division is a unit within the United Nations Department of Economic and Social Affairs that focuses on international forest policy, sustainable forest management, and related environmental and developmental issues.
  • E. Forest Resources Division
    The Forest Resources Division is a unit of Michigan's state government responsible for managing, protecting, and sustainably using the state's forested lands and related natural resources.
  • 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: Title VIII – Forestry
Triple: [Agriculture Improvement Act of 2018, includesTitle, Title VIII – Forestry]
Generated description
Title VIII – Forestry is the section of the 2018 U.S. Farm Bill that governs federal forest management, conservation, and related forestry programs and policies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Title VIII – Forestry
Target entity description: Title VIII – Forestry is the section of the 2018 U.S. Farm Bill that governs federal forest management, conservation, and related forestry programs and policies.
  • A. Forest Conservation Act, 1980
    The Forest Conservation Act, 1980 is an Indian law that regulates the diversion and use of forest land to curb deforestation and promote sustainable forest management.
  • B. National Forest Management Act of 1976
    The National Forest Management Act of 1976 is a U.S. federal law that governs the administration and planning of national forests, emphasizing sustainable resource management, environmental protection, and public participation in decision-making.
  • C. SFI Forest Management
    SFI Forest Management is a certification standard that verifies forests are managed sustainably, balancing environmental protection, social responsibility, and economic viability.
  • D. Forest Division
    The Forest Division is a unit within the United Nations Department of Economic and Social Affairs that focuses on international forest policy, sustainable forest management, and related environmental and developmental issues.
  • E. Forest Resources Division
    The Forest Resources Division is a unit of Michigan's state government responsible for managing, protecting, and sustainably using the state's forested lands and related natural resources.
  • 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_69bd463d956c819088105c3db802c017 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd857b41e0819091a51286d0de214c completed March 20, 2026, 5:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf18abdcc48190bca5c7fc354c2471 completed March 21, 2026, 10:16 p.m.
NEDg Description generation batch_69bf19a73b888190a903124a9da5e172 completed March 21, 2026, 10:20 p.m.
NED2 Entity disambiguation (via description) batch_69bf19fc79148190a02c4ddf2f6abdf7 completed March 21, 2026, 10:21 p.m.
Created at: March 20, 2026, 1:59 p.m.