Triple

T15835948
Position Surface form Disambiguated ID Type / Status
Subject Home Affordable Modification Program E383983 entity
Predicate replacedBy P101 FINISHED
Object Flex Modification program
The Flex Modification program is a mortgage relief initiative introduced by Fannie Mae and Freddie Mac to provide more flexible and accessible loan modification options for struggling homeowners.
 E1180500 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: Flex Modification program | Statement: [Home Affordable Modification Program, replacedBy, Flex Modification program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Flex Modification program
Context triple: [Home Affordable Modification Program, replacedBy, Flex Modification program]
  • A. Weapon Plus Program
    The Weapon Plus Program is a clandestine Marvel Comics initiative dedicated to creating enhanced super-soldiers and living weapons, responsible for projects like Weapon X that produced characters such as Wolverine.
  • B. Flex
    Flex is an open-source software development framework originally created by Macromedia for building rich internet applications that run in the Adobe Flash Player.
  • C. KMOD
    KMOD is the ICAO airport code for Modesto City–County Airport in Modesto, California.
  • D. Tweak
    Tweak is an intelligent, empathic alien creature from the Judge Dredd "Cursed Earth" storyline, known for his loyalty to Dredd and his tragic backstory involving the exploitation of his homeworld.
  • E. Tweak
    Tweak is the inventive engineer and mechanic of the Octonauts crew, known for designing and maintaining their underwater vehicles and gadgets.
  • 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: Flex Modification program
Triple: [Home Affordable Modification Program, replacedBy, Flex Modification program]
Generated description
The Flex Modification program is a mortgage relief initiative introduced by Fannie Mae and Freddie Mac to provide more flexible and accessible loan modification options for struggling homeowners.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Flex Modification program
Target entity description: The Flex Modification program is a mortgage relief initiative introduced by Fannie Mae and Freddie Mac to provide more flexible and accessible loan modification options for struggling homeowners.
  • A. Weapon Plus Program
    The Weapon Plus Program is a clandestine Marvel Comics initiative dedicated to creating enhanced super-soldiers and living weapons, responsible for projects like Weapon X that produced characters such as Wolverine.
  • B. Flex
    Flex is an open-source software development framework originally created by Macromedia for building rich internet applications that run in the Adobe Flash Player.
  • C. KMOD
    KMOD is the ICAO airport code for Modesto City–County Airport in Modesto, California.
  • D. Tweak
    Tweak is an intelligent, empathic alien creature from the Judge Dredd "Cursed Earth" storyline, known for his loyalty to Dredd and his tragic backstory involving the exploitation of his homeworld.
  • E. Tweak
    Tweak is the inventive engineer and mechanic of the Octonauts crew, known for designing and maintaining their underwater vehicles and gadgets.
  • 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_69d86da34c888190976e06c4019d415a completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e142e0e1cc8190851b30b03cf9c9b8 completed April 16, 2026, 8:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffa137be2c81909c8f04b5cc1a5b21 completed May 9, 2026, 9:03 p.m.
NEDg Description generation batch_69ffa527af048190b1f87d85e50bf254 completed May 9, 2026, 9:20 p.m.
NED2 Entity disambiguation (via description) batch_69ffa5df00e481909e203e78940395ed completed May 9, 2026, 9:23 p.m.
Created at: April 10, 2026, 4:49 a.m.