Triple

T18134190
Position Surface form Disambiguated ID Type / Status
Subject Pocoo Team E434093 entity
Predicate knownFor P22 FINISHED
Object creating ItsDangerous, a Python library for cryptographic signing
The Pocoo Team is a group of developers best known for creating popular Python web-related tools and libraries, including the Flask ecosystem.
E1308863 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: creating ItsDangerous, a Python library for cryptographic signing | Statement: [Pocoo Team, knownFor, creating ItsDangerous, a Python library for cryptographic signing]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: creating ItsDangerous, a Python library for cryptographic signing
Context triple: [Pocoo Team, knownFor, creating ItsDangerous, a Python library for cryptographic signing]
  • A. 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.
  • B. Hash-based Message Authentication Code
    Hash-based Message Authentication Code (HMAC) is a cryptographic mechanism that uses a hash function and a secret key to verify both the integrity and authenticity of a message.
  • C. 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.
  • D. 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.
  • E. Merkle puzzles
    Merkle puzzles are an early cryptographic protocol that introduced the concept of public-key exchange by allowing two parties to establish a shared secret over an insecure channel using computationally asymmetric “puzzle” problems.
  • 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: creating ItsDangerous, a Python library for cryptographic signing
Triple: [Pocoo Team, knownFor, creating ItsDangerous, a Python library for cryptographic signing]
Generated description
The Pocoo Team is a group of developers best known for creating popular Python web-related tools and libraries, including the Flask ecosystem.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: creating ItsDangerous, a Python library for cryptographic signing
Target entity description: The Pocoo Team is a group of developers best known for creating popular Python web-related tools and libraries, including the Flask ecosystem.
  • A. 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.
  • B. Hash-based Message Authentication Code
    Hash-based Message Authentication Code (HMAC) is a cryptographic mechanism that uses a hash function and a secret key to verify both the integrity and authenticity of a message.
  • C. 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.
  • D. 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.
  • E. Merkle puzzles
    Merkle puzzles are an early cryptographic protocol that introduced the concept of public-key exchange by allowing two parties to establish a shared secret over an insecure channel using computationally asymmetric “puzzle” problems.
  • 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_69d8b909e8cc81908df4cc2b8ea6d11f completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4de055c608190a090c2737904e5f9 completed April 19, 2026, 1:52 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0385489c3c8190b7e20d6c8c75ea16 completed May 12, 2026, 7:53 p.m.
NEDg Description generation batch_6a038acaf8f48190b88562c0a1df9109 completed May 12, 2026, 8:17 p.m.
NED2 Entity disambiguation (via description) batch_6a038b4132bc8190992cae1400894fef completed May 12, 2026, 8:19 p.m.
Created at: April 10, 2026, 10:29 a.m.