Triple
T8407897
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Richard Muller |
E198545
|
entity |
| Predicate | name |
P16
|
FINISHED |
| Object |
Richard A. Muller
Richard A. Muller is an American physicist and professor emeritus at UC Berkeley known for his work in astrophysics, climate science, and for founding the Berkeley Earth temperature analysis project.
|
E731388
|
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: Richard A. Muller | Statement: [Richard Muller, name, Richard A. Muller]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Richard A. Muller Context triple: [Richard Muller, name, Richard A. Muller]
-
A.
James R. Hansen
James R. Hansen is an American historian and author best known for writing the authorized biography of astronaut Neil Armstrong.
-
B.
Stephen J. Rivele
Stephen J. Rivele is an American screenwriter best known for co-writing acclaimed biographical and historical films such as "Nixon" and "Ali."
-
C.
Michael Lehmann
Michael Lehmann is an American film and television director best known for the dark comedy "Heathers" and various other Hollywood comedies.
-
D.
Charles Klauder
Charles Klauder was an American architect best known for designing monumental collegiate Gothic and campus buildings in the early 20th century.
-
E.
Stanley Corrsin
Stanley Corrsin was a prominent American fluid dynamicist renowned for his pioneering contributions to the study of turbulence and mixing in fluid flows.
- 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: Richard A. Muller Triple: [Richard Muller, name, Richard A. Muller]
Generated description
Richard A. Muller is an American physicist and professor emeritus at UC Berkeley known for his work in astrophysics, climate science, and for founding the Berkeley Earth temperature analysis project.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Richard A. Muller Target entity description: Richard A. Muller is an American physicist and professor emeritus at UC Berkeley known for his work in astrophysics, climate science, and for founding the Berkeley Earth temperature analysis project.
-
A.
James R. Hansen
James R. Hansen is an American historian and author best known for writing the authorized biography of astronaut Neil Armstrong.
-
B.
Stephen J. Rivele
Stephen J. Rivele is an American screenwriter best known for co-writing acclaimed biographical and historical films such as "Nixon" and "Ali."
-
C.
Michael Lehmann
Michael Lehmann is an American film and television director best known for the dark comedy "Heathers" and various other Hollywood comedies.
-
D.
Charles Klauder
Charles Klauder was an American architect best known for designing monumental collegiate Gothic and campus buildings in the early 20th century.
-
E.
Stanley Corrsin
Stanley Corrsin was a prominent American fluid dynamicist renowned for his pioneering contributions to the study of turbulence and mixing in fluid flows.
- 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_69ca8310df9c8190b25f16161cca3e41 |
completed | March 30, 2026, 2:05 p.m. |
| NER | Named-entity recognition | batch_69cb8315a8a8819097f6da11b909b527 |
completed | March 31, 2026, 8:17 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce030dccf08190a70c0abf0bdcf244 |
completed | April 2, 2026, 5:47 a.m. |
| NEDg | Description generation | batch_69ce07808098819087e896b87320aefd |
completed | April 2, 2026, 6:06 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ce08759e1c81909c96caf3b571e1ca |
completed | April 2, 2026, 6:11 a.m. |
Created at: March 30, 2026, 6:05 p.m.