Paper Citation Record · LEDGER

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2507.20774.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.20774 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:17:43.526453Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy12
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 628d71ca-149c-46b5-a63a-7cb38bae96b0 · outbound

This paper cites A massive analysis of ethereum smart contracts empirical study and code metrics,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments A massive analysis of ethereum smart contracts empirical study and code metrics,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:45.442088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8e44912d-0346-4c49-acab-2c8dfac2d8b3 · outbound

This paper cites Ccgir: Information retrieval-based code comment generation method for smart contracts,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Ccgir: Information retrieval-based code comment generation method for smart contracts,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:45.271958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2192992f-8a36-4f76-896d-1f841c3525b7 · outbound

This paper cites Automatic smart contract comment generation via large language models and in-context learning,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Automatic smart contract comment generation via large language models and in-context learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:45.061823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4988a94c-0433-4382-af20-709ba61a6f93 · outbound

This paper cites Leveraging llms for the quality assurance of software requirements,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Leveraging llms for the quality assurance of software requirements,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:44.906661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d6813f7d-0b7f-4e78-8e46-f4d83a39b5ce · outbound

This paper cites Can Large Language Models Serve as Evaluators for Code Summarization?.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Can Large Language Models Serve as Evaluators for Code Summarization?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T13:17:42.262914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff29c1d-1ce8-4e77-8eb6-467041ba3251 · outbound

This paper cites Towards interpreting smart contract against contract fraud: A practical and automatic realiza- tion,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Towards interpreting smart contract against contract fraud: A practical and automatic realiza- tion,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:44.741869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 15d0fe46-f6a3-482b-8f04-140602f474eb · outbound

This paper cites Stan: Towards describing bytecodes of smart contract,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Stan: Towards describing bytecodes of smart contract,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:44.569646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 52fa2ae9-4616-4d5e-8869-459a60ab024e · outbound

This paper cites A multi-modal transformer-based code summarization approach for smart contracts,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments A multi-modal transformer-based code summarization approach for smart contracts,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:44.405502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3d26a4b7-47de-41d2-a8a9-6c459a576ca1 · outbound

This paper cites Automating user notice generation for smart contract functions,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Automating user notice generation for smart contract functions,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:44.270847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b6294c01-c479-41ab-b901-a2cc11095d2a · outbound

This paper cites Machine translation- based fine-grained comments generation for solidity smart contracts,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Machine translation- based fine-grained comments generation for solidity smart contracts,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:44.112769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2b6bdb5b-0f58-4018-8021-f974731a8d8e · outbound

This paper cites SCLA: Automated Smart Contract Summarization via LLMs and Control Flow Prompt.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments SCLA: Automated Smart Contract Summarization via LLMs and Control Flow Prompt

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T13:17:43.256233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aa03154-8484-4c07-b6c1-5520ca3a0be6 · outbound

This paper cites Fmcf: A fusing multiple code features approach based on transformer for solidity smart contracts source code summarization,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Fmcf: A fusing multiple code features approach based on transformer for solidity smart contracts source code summarization,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:43.985624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation adffefee-f05a-41d9-8ea4-a6d0ce42da7b · outbound

This paper cites Automating com- ment generation for smart contract from bytecode,.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Automating com- ment generation for smart contract from bytecode,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:43.853245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 44d7ec4b-1d63-47a0-b938-32a226279629 · outbound

This paper cites Ccgra: Smart contract code comment generation with retrieval-enhanced approach.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Ccgra: Smart contract code comment generation with retrieval-enhanced approach

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:17:43.711017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2902f726-91cb-432a-9c4b-af0287e51c6d · outbound

This paper cites Large Language Models for Blockchain Security: A Systematic Literature Review.

evalSmarT: An LLM-Based Framework for Evaluating Smart Contract Generated Comments Large Language Models for Blockchain Security: A Systematic Literature Review

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T13:17:43.526453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.