Pith. sign in

Paper Citation Record · LEDGER

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study

As of 21 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2507.17690.

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

pith.paper-citation-record.v1
2507.17690 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:23:18.823351Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

18 of 18 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39d8687b-c9f4-447c-b681-3020f4708777 · outbound

This paper cites What makes a good commit message?.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study What makes a good commit message?

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.079495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.750842Z digest=sha256:b5206a91a85a30befdb7f8e9e845409fdcf22670d52239c90baa5d2c0c38f664

Observation 9dea870a-29d1-4870-91d9-48609a3759e8 · outbound

This paper cites Automatic commit message generation: A critical review and directions for future work,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Automatic commit message generation: A critical review and directions for future work,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:18.756114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:18.756114Z digest=sha256:3ed781b716f0efe16d3092941e8241d4dfa14d9062d76843ca263a0874bb7722

Observation 631f77c6-4846-40c9-b86f-90267dbc1505 · outbound

This paper cites Using large language models for commit message generation: A preliminary study,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Using large language models for commit message generation: A preliminary study,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.058347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.760441Z digest=sha256:9669d519c6d5c30bb06ac07ce1cc788f30912846fad9236ac7cce9788939fa0b

Observation 753e669a-a70f-4160-b75f-7cfb2d3586f7 · outbound

This paper cites Replication package of the paper: Contextual code retrieval for commit message generation: A preliminary study,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Replication package of the paper: Contextual code retrieval for commit message generation: A preliminary study,

Reference 4

Resolution
verified exact
doi, observed 2026-08-15T18:23:18.858417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.764901Z digest=sha256:7a75c732c0acde57e2306f29e4a8051cdc5906ab2d95aa2392fc975e3f441511

Observation e0326b77-e88d-4d08-9db6-d8f8f48b40bd · outbound

This paper cites Automatically documenting program changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Automatically documenting program changes,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.045219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.769271Z digest=sha256:fc77bcda7658e28715dfbcf7b7cac3426f0511c1c97e200c30ef3a73a3edc76c

Observation ae7ec3cf-2710-4b4f-8104-63867c8a4ed7 · outbound

This paper cites Changescribe: A tool for automatically generating commit messages,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Changescribe: A tool for automatically generating commit messages,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.032366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.773834Z digest=sha256:4731b7f34b1edcdeea468db09749e0a6227361845e812f3a0ad8eddd1a50cb25

Observation 0d5d34d1-0ce0-4141-bae4-3823b53ce835 · outbound

This paper cites On automatic summarization of what and why information in source code changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study On automatic summarization of what and why information in source code changes,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.017924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.779295Z digest=sha256:a9dee4a6865346f3d009c1529f1961df7eaa8e17fbe6e69500c5ead15166fb56

Observation 2ea48030-c4d5-4a69-b0b3-e2b5292d684b · outbound

This paper cites Neural machine-translation-based commit message generation: how far are we?.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Neural machine-translation-based commit message generation: how far are we?

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.004529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.783346Z digest=sha256:6f800ff59e48d041697e1a449290fe160bb79b42970bec11e1922befb9404ae4

Observation 00c3e962-499a-450d-9103-75d628641f50 · outbound

This paper cites Automatically generating commit messages from diffs using neural machine translation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Automatically generating commit messages from diffs using neural machine translation,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.990929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.787166Z digest=sha256:b9306a74139a563725ad26c1c1b33b2805ed910d4ec758bef176284866343126

Observation 4ad048dd-c6fa-498a-8f61-b5709a76da79 · outbound

This paper cites RAG-Enhanced Commit Message Generation.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study RAG-Enhanced Commit Message Generation

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:18.791156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:18.791156Z digest=sha256:ca42741fd380bec26679e44feda5854dc53441690e5f78d3995603497ab37a21

Observation 72cf8154-0245-4df6-9908-dfabc2d79159 · outbound

This paper cites Commit message generation for source code changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Commit message generation for source code changes,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.975377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.795466Z digest=sha256:19933a667f3149fce95739634fc3e7565f7c61613dd90010af913b4c49e7d63b

Observation 71084001-a94a-4bac-a473-2cd7932c3ccc · outbound

This paper cites Context-aware retrieval-based deep commit message generation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Context-aware retrieval-based deep commit message generation,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.962280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.799523Z digest=sha256:9e4f6c0ac36275e290d37d6d1c693073235aef8bebc4e48edc74c4eea0eebea8

Observation 2341be30-97cd-4ea9-b704-4324b8a0b89a · outbound

This paper cites Fira: fine-grained graph-based code change representation for automated commit message generation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Fira: fine-grained graph-based code change representation for automated commit message generation,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.949081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.803497Z digest=sha256:83e5fb11742e225fcadbc285545431d6378e89efd1c4177d5372ebbdcf7d2a74

Observation 370ee96f-aa6b-4f65-817d-be4a151a41c7 · outbound

This paper cites Cc2vec: Distributed representations of code changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Cc2vec: Distributed representations of code changes,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.935672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.807660Z digest=sha256:cd1f9ffdd179fa8a6be13d662952ef3a0acc33a4ac5e37737de6cfa8817accda

Observation 0efa1520-826e-4007-aaa6-e212a86b7d16 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Bleu: a method for automatic evaluation of machine translation,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.922369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.811559Z digest=sha256:8028d95152fbbc68e46df6a7637ef6cbf426ac5a1514f8d5b4d33423d1633cde

Observation 4159f917-6128-4db0-af87-42f50c72344a · outbound

This paper cites Rouge: A package for automatic evaluation of summaries,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Rouge: A package for automatic evaluation of summaries,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:18.815440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:18.815440Z digest=sha256:7673723f132422e439a0d65773aa2dbda6f42736262b432acccc40ec732603c3

Observation 1a8afa84-64a8-4181-b1db-1f9aa1a5517f · outbound

This paper cites Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.900737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.819325Z digest=sha256:50ce94c46bfbf3a8a11ad9cbc54a92b26eea18e9ba44a699981ed5f25b4044ef

Observation a59102fc-4b90-4a8f-8cca-c4aa299cde48 · outbound

This paper cites Cider: Consensus- based image description evaluation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Cider: Consensus- based image description evaluation,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.886852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T18:23:18.823351Z digest=sha256:9e6450d8e04336b8c967526b41402835f1df02d26a73cf3f6a7fe05c96e6d85b

Pith citing papers

No inbound Pith citation observations are available.