Triple
T18051665
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | itsdangerous |
E431937
|
entity |
| Predicate | implements |
P1417
|
FINISHED |
| Object |
URLSafeSerializer
URLSafeSerializer is a component of the itsdangerous library that securely serializes and signs data into URL-safe strings for use in web applications.
|
E431937
|
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: 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.
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: URLSafeSerializer Triple: [itsdangerous, implements, URLSafeSerializer]
Generated description
URLSafeSerializer is a component of the itsdangerous library that securely serializes and signs data into URL-safe strings for use in web applications.
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 (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_69d8b906482481908183315b9ecf9994 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4c0fe4f1881908fa8485cb3ccfa44 |
completed | April 19, 2026, 11:48 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0349bf5fc48190afd460025b1fe505 |
completed | May 12, 2026, 3:39 p.m. |
| NEDg | Description generation | batch_6a034b7197e48190ae62f25f2fb434b6 |
completed | May 12, 2026, 3:46 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a034c08c12081908fee77fbb97b5840 |
completed | May 12, 2026, 3:49 p.m. |
Created at: April 10, 2026, 10:25 a.m.