Triple

T18051664
Position Surface form Disambiguated ID Type / Status
Subject itsdangerous E431937 entity
Predicate implements P1417 FINISHED
Object TimestampSigner — 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: 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.
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 (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.