Triple

T18051664
Position Surface form Disambiguated ID Type / Status
Subject itsdangerous E431937 entity
Predicate implements P1417 FINISHED
Object TimestampSigner
TimestampSigner is a utility class from the itsdangerous library that creates and verifies cryptographically signed values with embedded timestamps to support secure, time-limited data.
E1303163 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: TimestampSigner | Statement: [itsdangerous, implements, TimestampSigner]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: TimestampSigner
Context triple: [itsdangerous, implements, TimestampSigner]
  • A. Temporal Key Integrity Protocol
    Temporal Key Integrity Protocol (TKIP) is a legacy wireless security algorithm designed to enhance WEP encryption in early Wi‑Fi networks by dynamically changing encryption keys.
  • B. Schnorr signature scheme
    The Schnorr signature scheme is a digital signature algorithm known for its simplicity, strong security proofs under the discrete logarithm assumption, and efficiency, forming the basis for several modern signature schemes.
  • C. Merkle
    Merkle is a surname most prominently associated with Ralph Merkle, a pioneering computer scientist and cryptographer known for his foundational work in public-key cryptography and Merkle trees.
  • D. PSS (Probabilistic Signature Scheme)
    PSS (Probabilistic Signature Scheme) is a cryptographic digital signature method that enhances security by incorporating randomness into the signing process, commonly used with RSA in modern security standards.
  • E. DSA (Digital Signature Algorithm)
    DSA (Digital Signature Algorithm) is a widely used public-key cryptographic standard for creating and verifying digital signatures, originally based on principles similar to those of the ElGamal signature scheme.
  • 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: TimestampSigner
Triple: [itsdangerous, implements, TimestampSigner]
Generated description
TimestampSigner is a utility class from the itsdangerous library that creates and verifies cryptographically signed values with embedded timestamps to support secure, time-limited data.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: TimestampSigner
Target entity description: TimestampSigner is a utility class from the itsdangerous library that creates and verifies cryptographically signed values with embedded timestamps to support secure, time-limited data.
  • A. Temporal Key Integrity Protocol
    Temporal Key Integrity Protocol (TKIP) is a legacy wireless security algorithm designed to enhance WEP encryption in early Wi‑Fi networks by dynamically changing encryption keys.
  • B. Schnorr signature scheme
    The Schnorr signature scheme is a digital signature algorithm known for its simplicity, strong security proofs under the discrete logarithm assumption, and efficiency, forming the basis for several modern signature schemes.
  • C. Merkle
    Merkle is a surname most prominently associated with Ralph Merkle, a pioneering computer scientist and cryptographer known for his foundational work in public-key cryptography and Merkle trees.
  • D. PSS (Probabilistic Signature Scheme)
    PSS (Probabilistic Signature Scheme) is a cryptographic digital signature method that enhances security by incorporating randomness into the signing process, commonly used with RSA in modern security standards.
  • E. DSA (Digital Signature Algorithm)
    DSA (Digital Signature Algorithm) is a widely used public-key cryptographic standard for creating and verifying digital signatures, originally based on principles similar to those of the ElGamal signature scheme.
  • 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_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.