Triple

T15348105
Position Surface form Disambiguated ID Type / Status
Subject Berlin (Ethereum upgrade) E366977 entity
Predicate follows P134 FINISHED
Object Istanbul (Ethereum upgrade)
Istanbul was a major Ethereum network upgrade that introduced multiple Ethereum Improvement Proposals (EIPs) to improve the platform’s scalability, security, and interoperability.
E1151830 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: Istanbul (Ethereum upgrade) | Statement: [Berlin (Ethereum upgrade), follows, Istanbul (Ethereum upgrade)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Istanbul (Ethereum upgrade)
Context triple: [Berlin (Ethereum upgrade), follows, Istanbul (Ethereum upgrade)]
  • A. London hard fork
    The London hard fork is a major Ethereum network upgrade that, among other changes, introduced the EIP-1559 fee mechanism to restructure transaction fees and improve fee predictability.
  • B. The Merge
    The Merge was Ethereum’s landmark transition from proof-of-work to proof-of-stake consensus, fundamentally altering its security model, energy usage, and ETH issuance dynamics.
  • C. Ethereum hard fork
    An Ethereum hard fork is a backward-incompatible upgrade to the Ethereum blockchain protocol that creates a permanent divergence in the network’s transaction history and rules.
  • D. Ethereum consensus layer
    The Ethereum consensus layer is the part of the Ethereum protocol that coordinates validators and block production to securely agree on the canonical blockchain state.
  • E. EIP-1559
    EIP-1559 is an Ethereum protocol upgrade that restructured transaction fees by introducing a base fee that is burned and a separate tip to miners, aiming to make fees more predictable and reduce ETH supply inflation.
  • 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: Istanbul (Ethereum upgrade)
Triple: [Berlin (Ethereum upgrade), follows, Istanbul (Ethereum upgrade)]
Generated description
Istanbul was a major Ethereum network upgrade that introduced multiple Ethereum Improvement Proposals (EIPs) to improve the platform’s scalability, security, and interoperability.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Istanbul (Ethereum upgrade)
Target entity description: Istanbul was a major Ethereum network upgrade that introduced multiple Ethereum Improvement Proposals (EIPs) to improve the platform’s scalability, security, and interoperability.
  • A. London hard fork
    The London hard fork is a major Ethereum network upgrade that, among other changes, introduced the EIP-1559 fee mechanism to restructure transaction fees and improve fee predictability.
  • B. The Merge
    The Merge was Ethereum’s landmark transition from proof-of-work to proof-of-stake consensus, fundamentally altering its security model, energy usage, and ETH issuance dynamics.
  • C. Ethereum hard fork
    An Ethereum hard fork is a backward-incompatible upgrade to the Ethereum blockchain protocol that creates a permanent divergence in the network’s transaction history and rules.
  • D. Ethereum consensus layer
    The Ethereum consensus layer is the part of the Ethereum protocol that coordinates validators and block production to securely agree on the canonical blockchain state.
  • E. EIP-1559
    EIP-1559 is an Ethereum protocol upgrade that restructured transaction fees by introducing a base fee that is burned and a separate tip to miners, aiming to make fees more predictable and reduce ETH supply inflation.
  • 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_69d85a1355608190a6673ddb67231d54 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03e27f8a88190a0f65756e3a1fdfc completed April 16, 2026, 1:40 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff01fb46b48190a030e40ee0163559 completed May 9, 2026, 9:44 a.m.
NEDg Description generation batch_69ff031869a481909911d251aa9ce3e8 completed May 9, 2026, 9:49 a.m.
NED2 Entity disambiguation (via description) batch_69ff03c0ebc081908b1a132256e9d004 completed May 9, 2026, 9:52 a.m.
Created at: April 10, 2026, 3:17 a.m.