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.