Triple
T18050851
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | itertools |
E431922
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object |
Raymond Hettinger
Raymond Hettinger is a prominent Python core developer and software engineer known for his major contributions to the language’s standard library, especially in areas like iteration tools and data structures.
|
E1303137
|
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: Raymond Hettinger | Statement: [itertools, author, Raymond Hettinger]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Raymond Hettinger Context triple: [itertools, author, Raymond Hettinger]
-
A.
Greg Ewing
Greg Ewing is a computer scientist and software developer best known for creating Pyrex, an early language for writing Python C extensions more easily.
-
B.
Nick Coghlan
Nick Coghlan is a prominent Python core developer and software engineer known for his influential work on Python’s governance, documentation, and language design.
-
C.
Robert Kern
Robert Kern was an American film editor active during Hollywood’s classic studio era, known for his work on numerous prominent MGM productions.
-
D.
Ben Finney
Ben Finney was an anthropologist and pioneer of experimental archaeology best known for reviving traditional Polynesian navigation and co-founding the Polynesian Voyaging Society.
-
E.
Guido van Rossum
Guido van Rossum is a Dutch programmer best known as the creator of the Python programming language.
- 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: Raymond Hettinger Triple: [itertools, author, Raymond Hettinger]
Generated description
Raymond Hettinger is a prominent Python core developer and software engineer known for his major contributions to the language’s standard library, especially in areas like iteration tools and data structures.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Raymond Hettinger Target entity description: Raymond Hettinger is a prominent Python core developer and software engineer known for his major contributions to the language’s standard library, especially in areas like iteration tools and data structures.
-
A.
Greg Ewing
Greg Ewing is a computer scientist and software developer best known for creating Pyrex, an early language for writing Python C extensions more easily.
-
B.
Nick Coghlan
Nick Coghlan is a prominent Python core developer and software engineer known for his influential work on Python’s governance, documentation, and language design.
-
C.
Robert Kern
Robert Kern was an American film editor active during Hollywood’s classic studio era, known for his work on numerous prominent MGM productions.
-
D.
Ben Finney
Ben Finney was an anthropologist and pioneer of experimental archaeology best known for reviving traditional Polynesian navigation and co-founding the Polynesian Voyaging Society.
-
E.
Guido van Rossum
Guido van Rossum is a Dutch programmer best known as the creator of the Python programming language.
- 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_69d8b906482481908183315b9ecf9994 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4bff57ea08190a30a87993f7d3299 |
completed | April 19, 2026, 11:43 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0349bf5fc48190afd460025b1fe505 |
completed | May 12, 2026, 3:39 p.m. |
| NEDg | Description generation | batch_6a034b7197e48190ae62f25f2fb434b6 |
completed | May 12, 2026, 3:46 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a034c08c12081908fee77fbb97b5840 |
completed | May 12, 2026, 3:49 p.m. |
Created at: April 10, 2026, 10:25 a.m.