Triple
T18724356
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | BERT |
E457858
|
entity |
| Predicate | paperAuthors |
P2002
|
FINISHED |
| Object |
Jacob Devlin
Jacob Devlin is a computer scientist and AI researcher best known as the lead author of the BERT language model, which significantly advanced natural language processing.
|
E1339926
|
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: Jacob Devlin | Statement: [BERT, paperAuthors, Jacob Devlin]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Jacob Devlin Context triple: [BERT, paperAuthors, Jacob Devlin]
-
A.
Declan Ryan
Declan Ryan is an Irish businessman known for his involvement in the aviation industry and as a son of Ryanair co-founder Tony Ryan.
-
B.
Declan Quinn
Declan Quinn is an American cinematographer known for his work on independent and art-house films, including collaborations with directors like Neil Jordan and Jim Jarmusch.
-
C.
Liam Devlin
Liam Devlin is a charismatic and resourceful Irish operative who serves as one of the central figures in Jack Higgins' World War II thriller "The Eagle Has Landed."
-
D.
Declan Walsh
Declan Walsh is an Irish journalist known for his international reporting, particularly as a foreign correspondent covering political and social issues in regions such as Pakistan and the Middle East.
-
E.
Declan
Declan is a masculine given name of Irish origin, traditionally meaning "full of goodness" or "man of prayer."
- 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: Jacob Devlin Triple: [BERT, paperAuthors, Jacob Devlin]
Generated description
Jacob Devlin is a computer scientist and AI researcher best known as the lead author of the BERT language model, which significantly advanced natural language processing.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Jacob Devlin Target entity description: Jacob Devlin is a computer scientist and AI researcher best known as the lead author of the BERT language model, which significantly advanced natural language processing.
-
A.
Declan Ryan
Declan Ryan is an Irish businessman known for his involvement in the aviation industry and as a son of Ryanair co-founder Tony Ryan.
-
B.
Declan Quinn
Declan Quinn is an American cinematographer known for his work on independent and art-house films, including collaborations with directors like Neil Jordan and Jim Jarmusch.
-
C.
Liam Devlin
Liam Devlin is a charismatic and resourceful Irish operative who serves as one of the central figures in Jack Higgins' World War II thriller "The Eagle Has Landed."
-
D.
Declan Walsh
Declan Walsh is an Irish journalist known for his international reporting, particularly as a foreign correspondent covering political and social issues in regions such as Pakistan and the Middle East.
-
E.
Declan
Declan is a masculine given name of Irish origin, traditionally meaning "full of goodness" or "man of prayer."
- 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_69d8d393ba9c8190a8b03b04ddbb0a09 |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e56abcfc048190a01dee959e768768 |
completed | April 19, 2026, 11:52 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a05325630e881908720d703b24bcee2 |
completed | May 14, 2026, 2:24 a.m. |
| NEDg | Description generation | batch_6a053402521c8190927afa670fb8e38e |
completed | May 14, 2026, 2:31 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a05349009e481909fb757415468aa70 |
completed | May 14, 2026, 2:33 a.m. |
Created at: April 10, 2026, 11:50 a.m.