Paper Citation Record · LEDGER

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code

As of 9 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2602.17838.

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

pith.paper-citation-record.v1
2602.17838 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:09:52.957486Z

measured 40 of 40 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T05:15:57.846560Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T05:19:46.641987Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a26e7c30-4c5c-4bdb-9c56-62ceaa63416b · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.181653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1efdb106-273a-4947-a19c-04908f5d853d · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.249248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37134a00-0436-46b7-9a90-72307ee7bb2b · outbound

This paper cites Introducing ChatGPT.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Introducing ChatGPT

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.307810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25cb06ac-b124-4a07-a814-31ebb7258837 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.382304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83aca90b-c803-4d04-a60b-f972023f5321 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.466662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cb2aeca-60dd-4f56-bc32-65f375e2947e · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.538662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f130bdf7-304a-47d7-922d-203f7621fba0 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.620725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d8c3a41-a416-4cd3-8deb-646d45da08cd · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Evaluating Large Language Models Trained on Code

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.701817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24897a01-b6ba-4ab2-9b58-fd84a7b433bb · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.781149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b404cc6c-91fc-46c3-8888-815fd1d4aa53 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.856084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03f9871b-97f2-4c8d-bcc6-590732b74e6e · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:49.935319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453f112a-7bbc-43fb-9fbc-f7818f1aa07e · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.016793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cca98ed2-5169-407b-8f06-b276f8e8ad4a · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.075098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0fa8d9b-2b4c-4eff-872d-d40b297c82e7 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.136593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 278ebc41-acbd-4bad-88be-4792b877201e · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.171994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8e4b9df-f8c2-450c-b09d-df76e329ba4b · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.256130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7d917d-05ef-46c0-8353-0cf4832922e5 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.347190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d79797c-6d47-4b49-9c39-4edba28a193d · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.466404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 674d35a6-5982-4aba-8eca-0ebde5b3bcdb · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.576507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe1ade8e-18a1-4767-bcae-3255e3e4d125 · outbound

This paper cites Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.744305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9b06af0-e1df-407f-acd9-f7f99d7fc99c · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.845770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c09e8aaa-51f3-4b6e-9b41-115b76a04a67 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:50.997265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8636d7f-952a-405c-afc2-3d044f4e7c9f · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.161054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a4acdd-c138-42e5-8e26-a2a224905fa0 · outbound

This paper cites OpenAi's GPT4 as coding assistant.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code OpenAi's GPT4 as coding assistant

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.307093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b6825e4-1b63-4e8b-9527-f4df93681eb7 · outbound

This paper cites OctoPack: Instruction Tuning Code Large Language Models.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code OctoPack: Instruction Tuning Code Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.400538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 838bdedf-0ffc-49ea-afb0-096d17f0c77d · outbound

This paper cites Using an LLM to Help With Code Understanding.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Using an LLM to Help With Code Understanding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.502077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adc6b4bc-bba4-4925-b1b9-25cccfb7805c · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.596826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09899d52-c7dd-446a-8408-eda344691448 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.716622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02a79194-8230-4360-8e18-4ae3c893adb2 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.836755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0837d9f7-1d24-4a9e-981b-f14b1a7aa55c · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.912616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e86760d2-6fa3-42d3-a1ce-a80f1d7a6470 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.999954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5597eb7a-1d3c-4307-ba06-a03f693e82ab · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.121454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Source Code Summarization in the Era of Large Language Models.

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 289192aa-a4ce-41ef-8446-9d90effed81c · outbound

This paper cites Commenting Higher-level Code Unit: Full Code, Reduced Code, or Hierarchical Code Summarization.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Commenting Higher-level Code Unit: Full Code, Reduced Code, or Hierarchical Code Summarization

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.294627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8356b5f-e6b2-4911-be71-f47bbfee1ba6 · outbound

This paper cites Large Language Models for Code Summarization.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Large Language Models for Code Summarization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.414483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 660e6dee-3e44-4dc7-a387-4974e277aa28 · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.536211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79c516a2-42ab-4d7c-ba37-62da7e07ab3b · outbound

This paper cites an unresolved cited work.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.667068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c19b454-d264-47db-a20e-6d6c0a437ead · outbound

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

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code Can Large Language Models Serve as Evaluators for Code Summarization?

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.817688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b156aaa5-7363-45dc-bf89-01d699da5b96 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code BERTScore: Evaluating Text Generation with BERT

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:52.957486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9bc25a4d-cc3a-4d3a-99b7-c1fc6f259394 · inbound

Bidirectional Empowerment of Metamorphic Testing and Large Language Models: A Systematic Survey cites this paper.

Bidirectional Empowerment of Metamorphic Testing and Large Language Models: A Systematic Survey Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-06-29T01:14:28.953582Z

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.