Triple
T15363089
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Transform Holdco LLC |
E367338
|
entity |
| Predicate | alsoKnownAs |
P39
|
FINISHED |
| Object |
Transformco
Transformco is the holding company formed by Eddie Lampert’s ESL Investments to acquire and operate the remaining assets of the bankrupt Sears and Kmart retail chains in the United States.
|
E1153729
|
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: Transformco | Statement: [Transform Holdco LLC, alsoKnownAs, Transformco]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Transformco Context triple: [Transform Holdco LLC, alsoKnownAs, Transformco]
-
A.
Cybertron
Cybertron is the metallic, war-torn planet that serves as the ancestral home of the Transformers in the Transformers franchise.
-
B.
Optimus Prime
Optimus Prime is the heroic leader of the Autobots in the Transformers franchise, known for his strong moral code, courage, and iconic red-and-blue truck form.
-
C.
Cybertronian
A Cybertronian is a sentient, shape-shifting robotic lifeform from the planet Cybertron in the Transformers universe.
-
D.
Megatron
Megatron is the ruthless leader of the Decepticons in the Transformers franchise, known for his immense power, ambition, and opposition to the Autobots.
-
E.
Optimus Maximus
Optimus Maximus is an epithet of the Roman god Jupiter emphasizing his status as the supreme, most powerful, and most benevolent deity in the Roman pantheon.
- 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: Transformco Triple: [Transform Holdco LLC, alsoKnownAs, Transformco]
Generated description
Transformco is the holding company formed by Eddie Lampert’s ESL Investments to acquire and operate the remaining assets of the bankrupt Sears and Kmart retail chains in the United States.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Transformco Target entity description: Transformco is the holding company formed by Eddie Lampert’s ESL Investments to acquire and operate the remaining assets of the bankrupt Sears and Kmart retail chains in the United States.
-
A.
Cybertron
Cybertron is the metallic, war-torn planet that serves as the ancestral home of the Transformers in the Transformers franchise.
-
B.
Optimus Prime
Optimus Prime is the heroic leader of the Autobots in the Transformers franchise, known for his strong moral code, courage, and iconic red-and-blue truck form.
-
C.
Cybertronian
A Cybertronian is a sentient, shape-shifting robotic lifeform from the planet Cybertron in the Transformers universe.
-
D.
Megatron
Megatron is the ruthless leader of the Decepticons in the Transformers franchise, known for his immense power, ambition, and opposition to the Autobots.
-
E.
Optimus Maximus
Optimus Maximus is an epithet of the Roman god Jupiter emphasizing his status as the supreme, most powerful, and most benevolent deity in the Roman pantheon.
- 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_69d85a1483788190ad93c2748e8af34b |
completed | April 10, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69e03e479f188190bbbc3dcd73853e02 |
completed | April 16, 2026, 1:41 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff0b4a181c8190bffc1ac1a86e215d |
completed | May 9, 2026, 10:24 a.m. |
| NEDg | Description generation | batch_69ff0f82441c81909a8ae13817fd3e96 |
completed | May 9, 2026, 10:42 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff0fd586708190a54b33efd27d84b2 |
completed | May 9, 2026, 10:43 a.m. |
Created at: April 10, 2026, 3:18 a.m.