Triple

T18051665
Position Surface form Disambiguated ID Type / Status
Subject itsdangerous E431937 entity
Predicate implements P1417 FINISHED
Object URLSafeSerializer — NE NERFINISHED

How this triple was built (3 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: URLSafeSerializer | Statement: [itsdangerous, implements, URLSafeSerializer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: URLSafeSerializer
Context triple: [itsdangerous, implements, URLSafeSerializer]
  • A. Serializer
    Serializer is a Symfony component that transforms PHP data structures and objects to and from formats like JSON, XML, and YAML for easy data exchange and storage.
  • B. MarkupSafe
    MarkupSafe is a Python library that provides a string type with automatic HTML escaping, commonly used in web templating to prevent injection vulnerabilities.
  • C. itsdangerous
    itsdangerous is a Python library for securely signing and serializing data, commonly used in web applications to protect cookies and other trusted data.
  • D. JsonbSerializer
    JsonbSerializer is a Jakarta JSON Binding (JSON-B) interface that allows developers to define custom serialization logic for converting Java objects into JSON.
  • E. Punycode
    Punycode is a standardized encoding system that represents Unicode characters using only ASCII characters, enabling internationalized domain names to be used within the traditional DNS infrastructure.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: URLSafeSerializer
Target entity description: URLSafeSerializer is a component of the itsdangerous library that securely serializes and signs data into URL-safe strings for use in web applications.
  • A. Serializer
    Serializer is a Symfony component that transforms PHP data structures and objects to and from formats like JSON, XML, and YAML for easy data exchange and storage.
  • B. MarkupSafe
    MarkupSafe is a Python library that provides a string type with automatic HTML escaping, commonly used in web templating to prevent injection vulnerabilities.
  • C. itsdangerous chosen
    itsdangerous is a Python library for securely signing and serializing data, commonly used in web applications to protect cookies and other trusted data.
  • D. JsonbSerializer
    JsonbSerializer is a Jakarta JSON Binding (JSON-B) interface that allows developers to define custom serialization logic for converting Java objects into JSON.
  • E. Punycode
    Punycode is a standardized encoding system that represents Unicode characters using only ASCII characters, enabling internationalized domain names to be used within the traditional DNS infrastructure.
  • F. None of above.

Provenance (2 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_69d8b906482481908183315b9ecf9994 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4c0fe4f1881908fa8485cb3ccfa44 completed April 19, 2026, 11:48 a.m.
Created at: April 10, 2026, 10:25 a.m.