Triple

T15877442
Position Surface form Disambiguated ID Type / Status
Subject Istanbul E384985 entity
Predicate includesEIP P19701 FINISHED
Object EIP-2028
EIP-2028 is an Ethereum improvement proposal that reduces the gas cost of calldata to make certain transactions and layer-2 solutions more efficient.
E1181653 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: EIP-2028 | Statement: [Istanbul, includesEIP, EIP-2028]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: EIP-2028
Context triple: [Istanbul, includesEIP, EIP-2028]
  • A. EIP-3198
    EIP-3198 is an Ethereum Improvement Proposal that introduced an opcode for accessing the current base fee, supporting the protocol changes deployed in the London hard fork.
  • B. EIP-1108
    EIP-1108 is an Ethereum improvement proposal that reduces gas costs for certain elliptic curve precompiles, making privacy-preserving and zero-knowledge applications more efficient on the network.
  • C. EIP-8
    EIP-8 is an Ethereum Improvement Proposal that specifies protocol-level changes to the peer-to-peer networking handshake and node discovery mechanisms used by Ethereum clients.
  • D. EIP-3529
    EIP-3529 is an Ethereum Improvement Proposal introduced in the London upgrade that reduces gas refunds to help stabilize transaction fees and mitigate gas token exploits.
  • E. EIP-2
    EIP-2 is an early Ethereum Improvement Proposal that introduced key protocol changes and clarifications as part of the Homestead network upgrade.
  • 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: EIP-2028
Triple: [Istanbul, includesEIP, EIP-2028]
Generated description
EIP-2028 is an Ethereum improvement proposal that reduces the gas cost of calldata to make certain transactions and layer-2 solutions more efficient.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: EIP-2028
Target entity description: EIP-2028 is an Ethereum improvement proposal that reduces the gas cost of calldata to make certain transactions and layer-2 solutions more efficient.
  • A. EIP-3198
    EIP-3198 is an Ethereum Improvement Proposal that introduced an opcode for accessing the current base fee, supporting the protocol changes deployed in the London hard fork.
  • B. EIP-1108
    EIP-1108 is an Ethereum improvement proposal that reduces gas costs for certain elliptic curve precompiles, making privacy-preserving and zero-knowledge applications more efficient on the network.
  • C. EIP-8
    EIP-8 is an Ethereum Improvement Proposal that specifies protocol-level changes to the peer-to-peer networking handshake and node discovery mechanisms used by Ethereum clients.
  • D. EIP-3529
    EIP-3529 is an Ethereum Improvement Proposal introduced in the London upgrade that reduces gas refunds to help stabilize transaction fees and mitigate gas token exploits.
  • E. EIP-2
    EIP-2 is an early Ethereum Improvement Proposal that introduced key protocol changes and clarifications as part of the Homestead network upgrade.
  • 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_69d86da4e86481909f1325fdc971b5ec completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e155fec9d4819081efea504e1e3952 completed April 16, 2026, 9:34 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffa950a890819092bc1e8895034593 completed May 9, 2026, 9:38 p.m.
NEDg Description generation batch_69ffab1d8f0881908ead340c4b913a76 completed May 9, 2026, 9:46 p.m.
NED2 Entity disambiguation (via description) batch_69ffab8c79588190adf87fcec328985a completed May 9, 2026, 9:47 p.m.
Created at: April 10, 2026, 4:51 a.m.