Paper Citation Record · LEDGER

Source Code Summarization in the Era of Large Language Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2407.07959.

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

pith.paper-citation-record.v1
2407.07959 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:12:58.384730Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:30:03.017663Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation dcabc76b-3807-4fd9-a472-235492b74568 · inbound

Optimizing Datasets for Code Summarization: Is Code-Comment Coherence Enough? cites this paper.

Optimizing Datasets for Code Summarization: Is Code-Comment Coherence Enough? Source Code Summarization in the Era of Large Language Models

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-08T12:12:58.384730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c8ca69f-d5ed-4d5c-a176-dd67d97d50f5 · inbound

Enhancing COBOL Code Explanations: A Multi-Agents Approach Using Large Language Models cites this paper.

Enhancing COBOL Code Explanations: A Multi-Agents Approach Using Large Language Models Source Code Summarization in the Era of Large Language Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T20:40:03.381055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6884774c-dc31-4e44-b89a-04fcf9446e8a · inbound

When Retriever Meets Generator: A Joint Model for Code Comment Generation cites this paper.

When Retriever Meets Generator: A Joint Model for Code Comment Generation Source Code Summarization in the Era of Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T16:48:43.241508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25601b59-7c6b-4af2-ab47-2533e9207dbd · inbound

Positional Biases Shift as Inputs Approach Context Window Limits cites this paper.

Positional Biases Shift as Inputs Approach Context Window Limits Source Code Summarization in the Era of Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T22:12:56.246786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 541570d2-6e39-4514-a93a-a0a977b951f5 · inbound

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models cites this paper.

Enhancing Semantic Understanding in Pointer Analysis using Large Language Models Source Code Summarization in the Era of Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T14:20:16.871883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ace741df-ad97-47d2-9555-a0f79c410093 · inbound

UserTrace: User-Level Requirements Generation and Traceability Recovery from Software Project Repositories cites this paper.

UserTrace: User-Level Requirements Generation and Traceability Recovery from Software Project Repositories Source Code Summarization in the Era of Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T16:56:11.047757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe969019-a5d5-4aca-9740-328afe85ce3d · inbound

Parameter-Efficient Multi-Task Fine-Tuning in Code-Related Tasks cites this paper.

Parameter-Efficient Multi-Task Fine-Tuning in Code-Related Tasks Source Code Summarization in the Era of Large Language Models

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T09:01:33.425873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8da281e6-982b-4092-9cb8-2253403a1810 · inbound

Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization cites this paper.

Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Source Code Summarization in the Era of Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T07:34:22.002430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d220fcdb-ca60-4d3e-bef5-4e5b8ac1310d · inbound

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code cites this paper.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Source Code Summarization in the Era of Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.218218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa93041c-4453-4732-a8fb-0e35fb9b9b76 · inbound

Does Pass Rate Tell the Whole Story? Evaluating Design Constraint Compliance in LLM-based Issue Resolution cites this paper.

Does Pass Rate Tell the Whole Story? Evaluating Design Constraint Compliance in LLM-based Issue Resolution Source Code Summarization in the Era of Large Language Models

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:00:53.974105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5ccef9ec-85e5-493a-83b0-b5be9457e067 · inbound

On the Effectiveness of Context Compression for Repository-Level Tasks: An Empirical Investigation cites this paper.

On the Effectiveness of Context Compression for Repository-Level Tasks: An Empirical Investigation Source Code Summarization in the Era of Large Language Models

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:35:26.910589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 247d0c38-e369-42ab-8fe7-6fed42728d7a · inbound

Prompt-Driven Code Summarization: A Systematic Literature Review cites this paper.

Prompt-Driven Code Summarization: A Systematic Literature Review Source Code Summarization in the Era of Large Language Models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:35:18.611387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dd797d41-43d6-49e8-a42a-72fa5ba5693e · inbound

Learning Generalizable Multimodal Representations for Software Vulnerability Detection cites this paper.

Learning Generalizable Multimodal Representations for Software Vulnerability Detection Source Code Summarization in the Era of Large Language Models

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:51:19.688183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cea9e349-1192-4426-a0e5-7815b7c0dcda · inbound

Beyond Summaries: Structure-Aware Labeling of Code Changes with Large Language Models cites this paper.

Beyond Summaries: Structure-Aware Labeling of Code Changes with Large Language Models Source Code Summarization in the Era of Large Language Models

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:13:58.864761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 48289144-943c-4310-ad91-f536e9c0141a · inbound

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards cites this paper.

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards Source Code Summarization in the Era of Large Language Models

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:27:22.702762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 20b99308-59be-48a5-824e-3964d8e342d8 · inbound

Automated Summarization of Software Documents: An LLM-based Multi-Agent Approach cites this paper.

Automated Summarization of Software Documents: An LLM-based Multi-Agent Approach Source Code Summarization in the Era of Large Language Models

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T18:30:03.019195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 19065afc-4293-4c94-95f7-29c08fff2f6a · inbound

An Exploratory Study on LLM-Generated Code and Comments in Code Repositories cites this paper.

An Exploratory Study on LLM-Generated Code and Comments in Code Repositories Source Code Summarization in the Era of Large Language Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-03T09:17:48.257561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e97c189-c984-4d32-b320-f02a23e002db · inbound

Large Language Models for Code Generation from Multilingual Prompts: A Curated Benchmark and a Study on Code Quality cites this paper.

Large Language Models for Code Generation from Multilingual Prompts: A Curated Benchmark and a Study on Code Quality Source Code Summarization in the Era of Large Language Models

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-02T01:01:33.519373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d29dec-ea8e-44a0-a7f3-9e2501fd621b · inbound

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles cites this paper.

Vul4Py: Benchmarking Automated Vulnerability Repair in Python with Paired Exploit and Functional Oracles Source Code Summarization in the Era of Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T00:36:36.474245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.