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.