Triple
T18222305
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | lme4 |
E436334
|
entity |
| Predicate | hasAuthor |
P4244
|
FINISHED |
| Object |
Steve Walker
Steve Walker is a statistician and software developer known for contributing to the development of the lme4 package for fitting linear and generalized linear mixed-effects models in R.
|
E1314587
|
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: Steve Walker | Statement: [lme4, hasAuthor, Steve Walker]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Steve Walker Context triple: [lme4, hasAuthor, Steve Walker]
-
A.
Jeff Walker
Jeff Walker is an English musician best known as the bassist and vocalist for the influential extreme metal band Carcass.
-
B.
Stephen Walker
Stephen Walker is an experienced FBI profiler and special agent who joins the Behavioral Analysis Unit in the television series "Criminal Minds."
-
C.
Matt Walker
Matt Walker is the son of former Wisconsin governor and Republican politician Scott Walker.
-
D.
Greg Walker
Greg Walker is a television producer best known for his work as an executive producer and showrunner on various TV series.
-
E.
Greg Walker
Greg Walker is an American singer best known for his work as a vocalist with the pop-soul group The 5th Dimension.
- 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: Steve Walker Triple: [lme4, hasAuthor, Steve Walker]
Generated description
Steve Walker is a statistician and software developer known for contributing to the development of the lme4 package for fitting linear and generalized linear mixed-effects models in R.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Steve Walker Target entity description: Steve Walker is a statistician and software developer known for contributing to the development of the lme4 package for fitting linear and generalized linear mixed-effects models in R.
-
A.
Jeff Walker
Jeff Walker is an English musician best known as the bassist and vocalist for the influential extreme metal band Carcass.
-
B.
Stephen Walker
Stephen Walker is an experienced FBI profiler and special agent who joins the Behavioral Analysis Unit in the television series "Criminal Minds."
-
C.
Matt Walker
Matt Walker is the son of former Wisconsin governor and Republican politician Scott Walker.
-
D.
Greg Walker
Greg Walker is a television producer best known for his work as an executive producer and showrunner on various TV series.
-
E.
Greg Walker
Greg Walker is an American singer best known for his work as a vocalist with the pop-soul group The 5th Dimension.
- 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_69d8b9103a8081908bbb0836fef10efd |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4e47c85108190bd9707b40bdfdb38 |
completed | April 19, 2026, 2:19 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03ac651d3481908651893456104d96 |
completed | May 12, 2026, 10:40 p.m. |
| NEDg | Description generation | batch_6a03ad9fce588190aefc253355b124de |
completed | May 12, 2026, 10:45 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03aebcd61881909e1c69427502ecc1 |
completed | May 12, 2026, 10:50 p.m. |
Created at: April 10, 2026, 10:32 a.m.