Triple
T6248470
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Shirley Hufstedler |
E139982
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
Hufstedler & Kaus
Hufstedler & Kaus was a Los Angeles-based law firm co-founded by prominent jurist Shirley Hufstedler, known for its appellate and complex litigation practice.
|
E582260
|
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: Hufstedler & Kaus | Statement: [Shirley Hufstedler, employer, Hufstedler & Kaus]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hufstedler & Kaus Context triple: [Shirley Hufstedler, employer, Hufstedler & Kaus]
-
A.
Hellmuth, Obata & Kassabaum
Hellmuth, Obata & Kassabaum (HOK) is a global architecture and design firm known for its large-scale commercial, civic, and cultural projects around the world.
-
B.
Loebl Schlossman & Hackl
Loebl Schlossman & Hackl is a Chicago-based architectural firm known for designing prominent commercial and high-rise buildings.
-
C.
Kalmbach, DeMarco, Knapp & Chillingworth
Kalmbach, DeMarco, Knapp & Chillingworth was a law firm associated with attorney Herbert W. Kalmbach, who gained prominence as Richard Nixon’s personal lawyer during the Watergate era.
-
D.
Nairn and Hyman
Nairn and Hyman is a small township municipality in Northern Ontario, Canada, located within the Sudbury District.
-
E.
Preston Gates & Ellis
Preston Gates & Ellis was a prominent Seattle-based law firm known for its work in public policy, technology, and corporate law, and for being the longtime professional home of attorney William H. Gates Sr.
- 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: Hufstedler & Kaus Triple: [Shirley Hufstedler, employer, Hufstedler & Kaus]
Generated description
Hufstedler & Kaus was a Los Angeles-based law firm co-founded by prominent jurist Shirley Hufstedler, known for its appellate and complex litigation practice.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hufstedler & Kaus Target entity description: Hufstedler & Kaus was a Los Angeles-based law firm co-founded by prominent jurist Shirley Hufstedler, known for its appellate and complex litigation practice.
-
A.
Hellmuth, Obata & Kassabaum
Hellmuth, Obata & Kassabaum (HOK) is a global architecture and design firm known for its large-scale commercial, civic, and cultural projects around the world.
-
B.
Loebl Schlossman & Hackl
Loebl Schlossman & Hackl is a Chicago-based architectural firm known for designing prominent commercial and high-rise buildings.
-
C.
Kalmbach, DeMarco, Knapp & Chillingworth
Kalmbach, DeMarco, Knapp & Chillingworth was a law firm associated with attorney Herbert W. Kalmbach, who gained prominence as Richard Nixon’s personal lawyer during the Watergate era.
-
D.
Nairn and Hyman
Nairn and Hyman is a small township municipality in Northern Ontario, Canada, located within the Sudbury District.
-
E.
Preston Gates & Ellis
Preston Gates & Ellis was a prominent Seattle-based law firm known for its work in public policy, technology, and corporate law, and for being the longtime professional home of attorney William H. Gates Sr.
- 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_69c008b4858c819095b0199114a9a87b |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c0633a9a048190856d5247d3b28a2e |
completed | March 22, 2026, 9:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c5191d2d248190b34edca246ee74b8 |
completed | March 26, 2026, 11:31 a.m. |
| NEDg | Description generation | batch_69c51ac2c2f88190a4e12725a5044fa9 |
completed | March 26, 2026, 11:38 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c582c674e0819083b3d5c4c7eb7826 |
completed | March 26, 2026, 7:02 p.m. |
Created at: March 22, 2026, 4:24 p.m.