Triple

T4555527
Position Surface form Disambiguated ID Type / Status
Subject Slim Framework E120467 entity
Predicate ecosystem P964 FINISHED
Object Slim CSRF
Slim CSRF is a middleware package for the Slim PHP framework that provides protection against Cross-Site Request Forgery attacks.
E452847 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: Slim CSRF | Statement: [Slim Framework, ecosystem, Slim CSRF]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Slim CSRF
Context triple: [Slim Framework, ecosystem, Slim CSRF]
  • A. CSP
    CSP is the commonly used abbreviation for the Conference of the States Parties, the main decision-making body overseeing implementation of the Chemical Weapons Convention.
  • B. Slim Framework
    Slim Framework is a lightweight PHP micro-framework designed for building simple yet powerful web applications and APIs with minimal overhead.
  • C. CAPTCHA
    A CAPTCHA is an automated challenge–response test used on websites to distinguish human users from bots, typically by requiring tasks that are easy for people but hard for machines.
  • D. CRAM-MD5
    CRAM-MD5 is a challenge–response authentication mechanism that uses MD5 hashing to securely verify a user's identity without transmitting their password in plaintext.
  • E. itsdangerous
    itsdangerous is a Python library for securely signing and serializing data, commonly used in web applications to protect cookies and other trusted data.
  • 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: Slim CSRF
Triple: [Slim Framework, ecosystem, Slim CSRF]
Generated description
Slim CSRF is a middleware package for the Slim PHP framework that provides protection against Cross-Site Request Forgery attacks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Slim CSRF
Target entity description: Slim CSRF is a middleware package for the Slim PHP framework that provides protection against Cross-Site Request Forgery attacks.
  • A. CSP
    CSP is the commonly used abbreviation for the Conference of the States Parties, the main decision-making body overseeing implementation of the Chemical Weapons Convention.
  • B. Slim Framework
    Slim Framework is a lightweight PHP micro-framework designed for building simple yet powerful web applications and APIs with minimal overhead.
  • C. CAPTCHA
    A CAPTCHA is an automated challenge–response test used on websites to distinguish human users from bots, typically by requiring tasks that are easy for people but hard for machines.
  • D. CRAM-MD5
    CRAM-MD5 is a challenge–response authentication mechanism that uses MD5 hashing to securely verify a user's identity without transmitting their password in plaintext.
  • E. itsdangerous
    itsdangerous is a Python library for securely signing and serializing data, commonly used in web applications to protect cookies and other trusted data.
  • 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_69bd4636f1648190a701445c2fcd9c17 completed March 20, 2026, 1:05 p.m.
NER Named-entity recognition batch_69bd5813af948190b10b02dadf6496bf completed March 20, 2026, 2:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdc57d59f88190857cbda79caf3c38 completed March 20, 2026, 10:09 p.m.
NEDg Description generation batch_69bdc8a14ca88190b4104c113e150edd completed March 20, 2026, 10:22 p.m.
NED2 Entity disambiguation (via description) batch_69bdc95f7064819081c69df00a869c31 completed March 20, 2026, 10:25 p.m.
Created at: March 20, 2026, 1:09 p.m.