Triple
T4325189
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Python standard library |
E96619
|
entity |
| Predicate | includesModule |
P49317
|
FINISHED |
| Object |
itertools
itertools is a Python standard library module that provides fast, memory-efficient tools for creating and working with iterators, especially for combinatoric and functional-style operations.
|
E431922
|
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: itertools | Statement: [Python standard library, includesModule, itertools]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: itertools Context triple: [Python standard library, includesModule, itertools]
-
A.
Pascal's triangle
Pascal's triangle is a triangular array of numbers in which each entry is the sum of the two directly above it, widely used in combinatorics, algebra, and probability.
-
B.
de Bruijn sequence
A de Bruijn sequence is a cyclic sequence over a given alphabet in which every possible subsequence of a fixed length appears exactly once.
-
C.
The Twelvefold Way
The Twelvefold Way is a framework in combinatorics that systematically classifies twelve fundamental ways of counting functions between finite sets under various labeling and structural constraints.
-
D.
TIMTOWTDI
TIMTOWTDI is a Perl programming philosophy acronym meaning “There Is More Than One Way To Do It,” emphasizing flexibility and multiple valid approaches to solving problems.
-
E.
plpython2u
plpython2u is an untrusted PostgreSQL procedural language extension that allows writing database functions in Python 2.
- 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: itertools Triple: [Python standard library, includesModule, itertools]
Generated description
itertools is a Python standard library module that provides fast, memory-efficient tools for creating and working with iterators, especially for combinatoric and functional-style operations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: itertools Target entity description: itertools is a Python standard library module that provides fast, memory-efficient tools for creating and working with iterators, especially for combinatoric and functional-style operations.
-
A.
Pascal's triangle
Pascal's triangle is a triangular array of numbers in which each entry is the sum of the two directly above it, widely used in combinatorics, algebra, and probability.
-
B.
de Bruijn sequence
A de Bruijn sequence is a cyclic sequence over a given alphabet in which every possible subsequence of a fixed length appears exactly once.
-
C.
The Twelvefold Way
The Twelvefold Way is a framework in combinatorics that systematically classifies twelve fundamental ways of counting functions between finite sets under various labeling and structural constraints.
-
D.
TIMTOWTDI
TIMTOWTDI is a Perl programming philosophy acronym meaning “There Is More Than One Way To Do It,” emphasizing flexibility and multiple valid approaches to solving problems.
-
E.
plpython2u
plpython2u is an untrusted PostgreSQL procedural language extension that allows writing database functions in Python 2.
- 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_69b34542fd908190b11b08faad8decfd |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3563eab24819088add9180af2ce3c |
completed | March 13, 2026, 12:11 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5d094f5fc819083eddc234f46f6a1 |
completed | March 14, 2026, 9:18 p.m. |
| NEDg | Description generation | batch_69b5d10a20248190b3214509cb637ff4 |
completed | March 14, 2026, 9:20 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5d4f08ac4819097e71276be11403d |
completed | March 14, 2026, 9:36 p.m. |
Created at: March 12, 2026, 11:13 p.m.