Triple
T14654138
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jennifer Walters (MCU) |
E344065
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
GLK&H (Goodman, Lieber, Kurtzberg & Holliway)
GLK&H (Goodman, Lieber, Kurtzberg & Holliway) is a prominent law firm in the Marvel Cinematic Universe known for handling superhuman-related legal cases and employing She-Hulk, Jennifer Walters.
|
E1112055
|
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: GLK&H (Goodman, Lieber, Kurtzberg & Holliway) | Statement: [Jennifer Walters (MCU), employer, GLK&H (Goodman, Lieber, Kurtzberg & Holliway)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: GLK&H (Goodman, Lieber, Kurtzberg & Holliway) Context triple: [Jennifer Walters (MCU), employer, GLK&H (Goodman, Lieber, Kurtzberg & Holliway)]
-
A.
Kallmann McKinnell & Knowles
Kallmann McKinnell & Knowles was a prominent 20th-century American architectural firm known for its influential Brutalist designs and major civic projects.
-
B.
Hamlin, Hamlin & McGill
Hamlin, Hamlin & McGill is a prominent Albuquerque law firm featured in the television series "Better Call Saul," known for employing key characters including Chuck and Jimmy McGill.
-
C.
Loebl Schlossman & Hackl
Loebl Schlossman & Hackl is a Chicago-based architectural firm known for designing prominent commercial and high-rise buildings.
-
D.
Harrison, Abramovitz & Abbe
Harrison, Abramovitz & Abbe was a prominent mid-20th-century American architectural firm known for designing major modernist skyscrapers and corporate buildings.
-
E.
McClelland, Goodchild & Stewart
McClelland, Goodchild & Stewart was an earlier Canadian publishing firm that evolved into the well-known book publisher McClelland and Stewart.
- 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: GLK&H (Goodman, Lieber, Kurtzberg & Holliway) Triple: [Jennifer Walters (MCU), employer, GLK&H (Goodman, Lieber, Kurtzberg & Holliway)]
Generated description
GLK&H (Goodman, Lieber, Kurtzberg & Holliway) is a prominent law firm in the Marvel Cinematic Universe known for handling superhuman-related legal cases and employing She-Hulk, Jennifer Walters.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: GLK&H (Goodman, Lieber, Kurtzberg & Holliway) Target entity description: GLK&H (Goodman, Lieber, Kurtzberg & Holliway) is a prominent law firm in the Marvel Cinematic Universe known for handling superhuman-related legal cases and employing She-Hulk, Jennifer Walters.
-
A.
Kallmann McKinnell & Knowles
Kallmann McKinnell & Knowles was a prominent 20th-century American architectural firm known for its influential Brutalist designs and major civic projects.
-
B.
Hamlin, Hamlin & McGill
Hamlin, Hamlin & McGill is a prominent Albuquerque law firm featured in the television series "Better Call Saul," known for employing key characters including Chuck and Jimmy McGill.
-
C.
Loebl Schlossman & Hackl
Loebl Schlossman & Hackl is a Chicago-based architectural firm known for designing prominent commercial and high-rise buildings.
-
D.
Harrison, Abramovitz & Abbe
Harrison, Abramovitz & Abbe was a prominent mid-20th-century American architectural firm known for designing major modernist skyscrapers and corporate buildings.
-
E.
McClelland, Goodchild & Stewart
McClelland, Goodchild & Stewart was an earlier Canadian publishing firm that evolved into the well-known book publisher McClelland and Stewart.
- 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_69d822e1a2cc81908e5bb93cf61ce3cc |
completed | April 9, 2026, 10:06 p.m. |
| NER | Named-entity recognition | batch_69deb518f7dc8190877997ea4cd3eed2 |
completed | April 14, 2026, 9:43 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fdd5db85648190b0e5b1c0827fa9f4 |
completed | May 8, 2026, 12:23 p.m. |
| NEDg | Description generation | batch_69fdd6ed699c8190919677dcdf2d24d9 |
completed | May 8, 2026, 12:28 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fdd79198108190a3e640eca97b082b |
completed | May 8, 2026, 12:31 p.m. |
Created at: April 10, 2026, 1:27 a.m.