Triple

T18204129
Position Surface form Disambiguated ID Type / Status
Subject Hugging Face E435862 entity
Predicate notableProduct P1448 FINISHED
Object Tokenizers library
The Tokenizers library is a fast, open-source text tokenization toolkit by Hugging Face, designed to efficiently preprocess text for modern natural language processing models.
E1312398 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: Tokenizers library | Statement: [Hugging Face, notableProduct, Tokenizers library]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tokenizers library
Context triple: [Hugging Face, notableProduct, Tokenizers library]
  • A. Unicode text processing algorithms
    Unicode text processing algorithms are standardized procedures that define how Unicode text is compared, sorted, segmented, normalized, and otherwise manipulated consistently across different systems and languages.
  • B. Stanford CoreNLP
    Stanford CoreNLP is a widely used, open-source natural language processing toolkit that provides a broad range of linguistic analysis tools such as tokenization, parsing, and named entity recognition.
  • C. Parspace
    Parspace is a track from Stereolab’s influential 1997 album "Dots and Loops," known for its blend of experimental pop, lounge, and electronic influences.
  • D. Onigocia
    Onigocia is a genus of marine flathead fishes within the family Platycephalidae, found primarily in Indo-Pacific coastal waters.
  • E. Lang Library
    Lang Library is a public library located adjacent to Jubilee Garden, serving as a local center for reading, study, and community activities.
  • 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: Tokenizers library
Triple: [Hugging Face, notableProduct, Tokenizers library]
Generated description
The Tokenizers library is a fast, open-source text tokenization toolkit by Hugging Face, designed to efficiently preprocess text for modern natural language processing models.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tokenizers library
Target entity description: The Tokenizers library is a fast, open-source text tokenization toolkit by Hugging Face, designed to efficiently preprocess text for modern natural language processing models.
  • A. Unicode text processing algorithms
    Unicode text processing algorithms are standardized procedures that define how Unicode text is compared, sorted, segmented, normalized, and otherwise manipulated consistently across different systems and languages.
  • B. Stanford CoreNLP
    Stanford CoreNLP is a widely used, open-source natural language processing toolkit that provides a broad range of linguistic analysis tools such as tokenization, parsing, and named entity recognition.
  • C. Parspace
    Parspace is a track from Stereolab’s influential 1997 album "Dots and Loops," known for its blend of experimental pop, lounge, and electronic influences.
  • D. Onigocia
    Onigocia is a genus of marine flathead fishes within the family Platycephalidae, found primarily in Indo-Pacific coastal waters.
  • E. Lang Library
    Lang Library is a public library located adjacent to Jubilee Garden, serving as a local center for reading, study, and community activities.
  • 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_69d8b90dba6481908e119eb9aa4ca0cb completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4e221bbbc819088a7559a46b7d4e7 completed April 19, 2026, 2:09 p.m.
NED1 Entity disambiguation (via context triple) batch_6a039f0e52108190913cc5c667619d89 completed May 12, 2026, 9:43 p.m.
NEDg Description generation batch_6a039fdd9c4c819083b450657d0ece43 completed May 12, 2026, 9:47 p.m.
NED2 Entity disambiguation (via description) batch_6a03a0d6de8c8190b1f94c7de0856143 completed May 12, 2026, 9:51 p.m.
Created at: April 10, 2026, 10:32 a.m.