Triple
T2792562
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | GNU Autoconf |
E61961
|
entity |
| Predicate | replaced |
P101
|
FINISHED |
| Object |
Imake in many projects
Imake in many projects is an older, makefile-generation system once widely used in Unix and X Window System builds before being largely superseded by tools like GNU Autoconf.
|
E299194
|
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: Imake in many projects | Statement: [GNU Autoconf, replaced, Imake in many projects]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Imake in many projects Context triple: [GNU Autoconf, replaced, Imake in many projects]
-
A.
The Project
The Project is an Australian television news and current affairs panel show on Network Ten that blends serious journalism with comedy and pop culture commentary.
-
B.
Machen
Machen is a surname most notably associated with J. Gresham Machen, an influential early 20th-century American Presbyterian theologian and New Testament scholar.
-
C.
Mono project
The Mono project is an open-source implementation of Microsoft's .NET framework designed to enable cross-platform development, particularly for Linux and other non-Windows systems.
-
D.
There Is More Than One Way To Do It
"There Is More Than One Way To Do It" is a famous Perl programming motto coined by Larry Wall that celebrates flexibility and multiple valid approaches to solving problems in code.
-
E.
Makers
Makers is a science fiction novel by Cory Doctorow that explores a near-future maker culture, disruptive innovation, and the social and economic upheavals caused by rapid technological change.
- 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: Imake in many projects Triple: [GNU Autoconf, replaced, Imake in many projects]
Generated description
Imake in many projects is an older, makefile-generation system once widely used in Unix and X Window System builds before being largely superseded by tools like GNU Autoconf.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Imake in many projects Target entity description: Imake in many projects is an older, makefile-generation system once widely used in Unix and X Window System builds before being largely superseded by tools like GNU Autoconf.
-
A.
The Project
The Project is an Australian television news and current affairs panel show on Network Ten that blends serious journalism with comedy and pop culture commentary.
-
B.
Machen
Machen is a surname most notably associated with J. Gresham Machen, an influential early 20th-century American Presbyterian theologian and New Testament scholar.
-
C.
Mono project
The Mono project is an open-source implementation of Microsoft's .NET framework designed to enable cross-platform development, particularly for Linux and other non-Windows systems.
-
D.
There Is More Than One Way To Do It
"There Is More Than One Way To Do It" is a famous Perl programming motto coined by Larry Wall that celebrates flexibility and multiple valid approaches to solving problems in code.
-
E.
Makers
Makers is a science fiction novel by Cory Doctorow that explores a near-future maker culture, disruptive innovation, and the social and economic upheavals caused by rapid technological change.
- 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_69ab4b7f51d881908768300ebd2fbdae |
completed | March 6, 2026, 9:47 p.m. |
| NER | Named-entity recognition | batch_69abddd107ac81908eb1a6946834eee3 |
completed | March 7, 2026, 8:12 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69afc65ebe788190859012e930918b05 |
completed | March 10, 2026, 7:21 a.m. |
| NEDg | Description generation | batch_69afc6c6c620819098b76db174a6f98e |
completed | March 10, 2026, 7:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69afc72b2e3c8190aad78ac8924f07af |
completed | March 10, 2026, 7:24 a.m. |
Created at: March 6, 2026, 9:58 p.m.