Paper Citation Record · LEDGER

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection

As of 19 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2507.20078.

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

pith.paper-citation-record.v1
2507.20078 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:56:39.170343Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

27 of 27 outbound references displayed

verified exact3
verified fuzzy1
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a97f33df-fa2a-41a4-a030-51a688ffc4c6 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:38.998518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4380643a-cafb-40f5-b5c3-a0f1257128d3 · outbound

This paper cites Chopra, R.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Chopra, R

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.006907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a839933a-afad-4b82-ac9a-b20f0a77d2b7 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.012822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21c509dc-6700-4d3f-b786-77aefea7aed2 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.018618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dd755e1-3d6f-4c19-ba6f-63483e66335e · outbound

This paper cites Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, and Ming Zhou.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, and Ming Zhou

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:56:40.090722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8ff92ab3-2340-4edf-8f0e-e9de5902eac6 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.033933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b5b7023-0b8a-4b8e-8073-73895df99284 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.041274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6da7fd4a-6973-422d-8705-6aace3241233 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:56:40.068827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3e2ab0f1-429e-461e-8bf0-a55f1e22bfd0 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T17:56:39.822519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dc410abc-df13-4013-8c39-dd0afc699606 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.062864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83c988b2-7d65-4771-a5d6-7ccf2f2d555b · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.069631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb9db06c-4b14-4e39-8f7d-396c3c1afe6f · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-08-15T17:56:39.365814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c54d58fa-dcb7-4f4b-8b96-478b9622139c · outbound

This paper cites CodeGen2: Lessons for Training LLMs on Programming and Natural Languages.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection CodeGen2: Lessons for Training LLMs on Programming and Natural Languages

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.084759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f1e5a75-2870-40c3-8771-5eac10d50972 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.092076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3856ca6-9c40-456b-b229-7c3e0bcf3eb6 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.098682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f3e5fab-fcc6-4f78-b4d2-ee0ca92021fd · outbound

This paper cites The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.104898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89e1bd2e-b41d-401b-8f17-286a31a83739 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.111158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d60f00c-22e2-4305-a61a-9743614c2dbf · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.117848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2476ea8b-73c0-420f-9bd5-609d4e8b04c1 · outbound

This paper cites Saddam Hossain Mukta, Kaniz Fatema, Nur Mohammad Fahad, Sadman Sakib, Most Marufatul Jannat Mim, Jubaer Ahmad, Mohammed Eunus Ali, and Sami Azam.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Saddam Hossain Mukta, Kaniz Fatema, Nur Mohammad Fahad, Sadman Sakib, Most Marufatul Jannat Mim, Jubaer Ahmad, Mohammed Eunus Ali, and Sami Azam

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.124368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b5909d-a401-4d59-832f-f43a2eb9c899 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.130520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9143d0e-d9bf-4be1-8480-418197e4c413 · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 21

Resolution: verified exact; doi, observed 2026-08-15T17:56:39.266329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80b4bde9-1e7e-4264-956c-c3f622d36264 · outbound

This paper cites Large Language Models for Equivalent Mutant Detection: How Far Are We?.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Large Language Models for Equivalent Mutant Detection: How Far Are We?

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:56:39.247915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fe153c1e-f3e1-4145-944c-bee5352b607a · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:56:40.048688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 818952c0-d047-41fa-9a02-ea1b2bc4a27c · outbound

This paper cites an unresolved cited work.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:56:40.027018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 433338bd-f1e3-4065-9154-eca55f4038b6 · outbound

This paper cites A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.158661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56756896-1df5-4903-a141-de7813ed01d7 · outbound

This paper cites online" 'onlinestring :=.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection online" 'onlinestring :=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.164247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf2ae704-b11b-4c35-b34b-c6c9af8189d8 · outbound

This paper cites write newline.

Cluster Purge Loss: Structuring Transformer Embeddings for Equivalent Mutants Detection write newline

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:56:39.170343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.