Paper Citation Record · LEDGER

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message

As of 14 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 3 inbound Pith citation observations for arXiv:2501.09861.

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

pith.paper-citation-record.v1
2501.09861 v1

Coverage vector

measured 95 of 95 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:41:51.295738Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-04T00:55:50.772103Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:59:19.008578Z

Reference resolution

95 of 95 outbound references displayed

verified exact1
verified fuzzy5
unresolved89
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 419f82da-f7d6-47fc-882b-654c003aadad · outbound

This paper cites Commit Example 1.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 1

Reference 1

Resolution: verified exact; raw_fallback, observed 2026-08-10T19:41:51.515942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fb568338-1867-4fd1-aca1-0c0dfd436170 · outbound

This paper cites Commit Example 2.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 2

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.959866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7829ddac-f613-4cea-b3ca-db8da8bfe6db · outbound

This paper cites Commit Example 4.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 4

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.963940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bb150c9-43ab-4535-9526-7ea1d2959f3b · outbound

This paper cites Commit Example 3.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 3

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.967756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab3ee9f2-ad8e-4727-9740-2ca355a0273e · outbound

This paper cites Commit Example 10.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 10

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.971580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 354ff140-6a20-4df4-a285-8e4ad7519051 · outbound

This paper cites Commit Example 12.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 12

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.975271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d67f1dc1-eace-4431-a22e-701c5c036c59 · outbound

This paper cites Commit Example 7.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 7

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.979139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5fdf92d-54f1-4636-9ae9-3c7b783e2f96 · outbound

This paper cites Commit Example 9.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 9

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.982690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6ead740-a392-47b2-9048-046d0e9b7392 · outbound

This paper cites Commit Example 6.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 6

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.986290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a06b2697-4f83-4ed8-a706-7988dbded034 · outbound

This paper cites Commit Example 8.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Commit Example 8

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.989770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d94483c-ae73-4491-a23d-71b0d9259fae · outbound

This paper cites Successful Case Commit.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Successful Case Commit

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.993196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e3bca44-6fd3-4c61-ae8a-dc597067c927 · outbound

This paper cites ChatGPT: Optimizing Language Models for Dialogue.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message ChatGPT: Optimizing Language Models for Dialogue

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:50.996680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa41e946-def3-484d-b849-796cc285c394 · outbound

This paper cites GPT-3.5 Turbo.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message GPT-3.5 Turbo

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.000659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fbaafc7-17b4-4bb4-83d3-b3b2f2457b04 · outbound

This paper cites IBM Global AI Adoption Index 2022.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message IBM Global AI Adoption Index 2022

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.004254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2523a59f-ec55-4ed2-96c1-6dcdd269f256 · outbound

This paper cites awesome-chatgpt-prompts.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message awesome-chatgpt-prompts

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.007911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a19f3d43-3f6f-4839-a031-fff083c8496e · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.011568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6e75529-c27f-49b3-9f84-9afbd0c3b9b1 · outbound

This paper cites imbalanced-learn documentation.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message imbalanced-learn documentation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:41:52.228895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 97602e1d-e562-42b2-94b8-a112b8082bcb · outbound

This paper cites OpenAI API Pricing.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message OpenAI API Pricing

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:41:52.217547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6cfccea2-4137-4800-8071-ccf904fb8c21 · outbound

This paper cites Sentence Transformers.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Sentence Transformers

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:41:52.206276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 36f187d1-d7de-4a77-a5a7-fa33ea2186e8 · outbound

This paper cites sentence-transformers/all-mpnet-base-v2.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message sentence-transformers/all-mpnet-base-v2

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:41:52.195086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4cdc97d1-797c-480a-b28d-273f8c731499 · outbound

This paper cites sklearn.metrics.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message sklearn.metrics

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:41:52.182668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8e3f8c6a-d003-4f9b-bfbc-8ba88a00abc2 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.033485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1edad50b-1dea-4007-82d4-da463a43ab97 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.036874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f7c7e7f-08dc-4ae9-910b-dd5d2e463581 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.158635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 21e4b6c4-a0ef-4af9-a468-40702239a5bb · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.148264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5fd06a30-668e-43bc-bd78-fd66faca7bf3 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.137703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4d677304-ed94-4c3f-a0f2-de3b8acf2796 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.127164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b6ac7980-0b29-4538-bbc7-adfd36e2257c · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.117318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7f053be2-d7fc-4c79-9353-414b1f7f300f · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.107050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f617058f-2ecf-43c5-a9ec-a0c5b81eb190 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.096869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bad1cd8d-c6bf-4935-a298-1bcdb8a362c3 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.085903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a912561c-68c6-4495-a8fe-ac3607710e80 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.074861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7cee0faf-6b19-44ab-8b93-250d754995c6 · outbound

This paper cites LLM-based NLG Evaluation: Current Status and Challenges.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message LLM-based NLG Evaluation: Current Status and Challenges

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.071791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a8b02f5-f849-433e-aca9-712725b1c79c · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.064008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bcef23f6-174e-46f0-9735-6ea62c2a475b · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.077955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a153395b-e268-4713-951a-69f155ccb450 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.039515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 597e73a6-aa68-4772-af45-862dbe3b48f1 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.027866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a2d7720c-8fa1-438a-916b-029c755b68d8 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.091011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c54d4b8-932e-4bd0-a1d2-ad996aed7f2f · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:52.006770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e528b0bd-4e3c-4ae0-91b5-28f2ea6153ec · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.994899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c3f88975-60ad-4eff-a63c-225f265f42aa · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.983313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d57f5e0f-31ae-47e8-98a6-ead28629d596 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.971450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bb7f2bc2-faf0-4e7e-a127-f99d5626de4f · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.960575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 96c94264-a1f2-4231-b30f-b1f20fc7d1e0 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.118142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8d968be-53eb-4120-a7c7-6a69162c7e96 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.942685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bee336f8-a60c-47d3-9f7d-6b6fd93faadd · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.930729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e12842ff-12a7-4c2c-bbc3-c04cd48faf8a · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.919336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3ebbed7a-f038-4870-bc85-4d6dbee9d236 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.908084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3354f3ed-5024-4e47-bd41-dd45c731adba · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.897706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a81a36a4-0094-4dc1-90f4-ab5e573d1a7b · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.886882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 601a0c68-1b0c-4a87-895d-bcb4da220062 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.144690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f1426f3-4fa4-4f60-8622-a5739c369030 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.869521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 26a486f6-ca11-4903-ab76-4ee827a6e723 · outbound

This paper cites Large Language Models as Evolutionary Optimizers.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Large Language Models as Evolutionary Optimizers

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.151529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8050e75e-1791-49e5-b932-182f8ed3d449 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.858146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9d4c7328-9dfb-45bb-9377-9c7af77d6c9f · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.159153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5093c83e-2131-4360-b9f5-daab4cda33c8 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.847224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cf9146c5-3092-4a35-8417-9c976a028793 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.835718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c40afd9d-6539-4985-bd50-6c8d4829a80f · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 58

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ddea81dd-527f-429a-852b-a5ae3c391a3e · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.813892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4a6c78f5-1f98-41c9-ad74-e67a9e6f555b · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.804141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 05046f72-3f90-4ef6-ab90-23cc1d44f264 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.793811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 248f8a71-4b94-4a90-a3c1-114063b82221 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.184583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dccd5a4e-c9db-4b74-8998-06e3ad3ba456 · outbound

This paper cites Towards Making the Most of ChatGPT for Machine Translation.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Towards Making the Most of ChatGPT for Machine Translation

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.188219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 649a3e1d-c7c2-4886-8c7c-fac73e650edc · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.776054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a151c5a7-46f0-4c75-b10e-136a790d8f49 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.765597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation edf7ffd6-685e-4de0-ad2e-63c8b36ba36f · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.754821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 976f0681-a2be-4a08-8ed0-afa2f5220bb1 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.201184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e843040f-472f-49c6-9724-a808d2779983 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.729710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e7e492e3-3c34-4abf-aa8f-9aedd1c7967e · outbound

This paper cites GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.210974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edb6cbb3-58c8-4961-9e0a-10bb91c36eb4 · outbound

This paper cites In International Conference on Machine Learning.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message In International Conference on Machine Learning

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.204455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21c7dc16-069e-4fb4-bcdc-3b8e64f48349 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.706505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c78ff84b-9557-47eb-b39a-0a3f75ea8e1a · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.222534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76a01bf5-99a9-4e3f-8302-7b13d2d1d55a · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.717805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dfb0c273-fb28-4ca7-affb-20b8dc566074 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.230540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29357c6b-3544-4527-b82e-4fc37a187afe · outbound

This paper cites Calibration of Large Language Models on Code Summarization.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Calibration of Large Language Models on Code Summarization

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.234229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a278c8fd-078c-4755-a95c-048994ab485f · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.687985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e2dcc269-a6f2-4c6d-9391-cffb286aa2cb · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.659687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c97b50df-21eb-45f6-829c-d4b2be2325ac · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.649202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 11d78f97-476d-4ea5-8b9d-ea80da2a556b · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.670167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e6b22b29-9a27-4380-af22-a1c1ef1655c3 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.626507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1f0cc3fd-c942-477f-9192-509c990e79c5 · outbound

This paper cites Is ChatGPT a Good NLG Evaluator? A Preliminary Study.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Is ChatGPT a Good NLG Evaluator? A Preliminary Study

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.246209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 224d0ca1-0bb1-49a2-a6bb-83551b1ada04 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.602890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation facee7de-3a1a-4d37-b376-eb6da4f305c3 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.637868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bb8a86c6-bec6-4dde-9922-fbac0c62d36f · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message ReAct: Synergizing Reasoning and Acting in Language Models

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.270258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1073deb-276e-43a3-ab3f-501f381a6c51 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.614734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 506435a7-0ee1-4457-93c8-9ea490c3c415 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.570523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 22f11c55-05dc-472e-8624-0ec2c2ea1faa · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.266942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af51bc06-3e97-4f7d-874d-66cb95b8cc84 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.559296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8f750e12-1598-482f-a6ba-d8432427aea1 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.581402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6a41398a-7353-4f7b-bf3e-1b552af72a63 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.537264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c6814b94-cf35-40ad-b594-80ebdbf501c1 · outbound

This paper cites How Language Model Hallucinations Can Snowball.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message How Language Model Hallucinations Can Snowball

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.280512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d56708f-b710-4f74-8756-cabb65d3d4e0 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.548494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 53644cf7-efe0-4e87-a919-af58164cc2e5 · outbound

This paper cites an unresolved cited work.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:41:51.526290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7a042abe-85e8-4c79-8fd6-f969e92e6f73 · outbound

This paper cites Large Language Models Cannot Self-Correct Reasoning Yet.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message Large Language Models Cannot Self-Correct Reasoning Yet

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.094947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dde74864-e91f-42f7-96d3-c3d446fb56ec · outbound

This paper cites In Proceedings of the 46th IEEE/ACM International Conference on Software Engineering.

Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message In Proceedings of the 46th IEEE/ACM International Conference on Software Engineering

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:51.080940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b4d4344c-1b10-4e16-9d95-8f5d9234e060 · inbound

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Insights into Security-Related AI-Generated Pull Requests Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:26:03.493724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6a472aac-4031-4477-b377-09a294ce9fbf · inbound

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XSearch: Explainable Code Search via Concept-to-Code Alignment Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-20T16:33:34.130492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2387e6b6-7578-49c4-95d3-d8589cfcb61c · inbound

XSearch: Explainable Code Search via Concept-to-Code Alignment cites this paper.

XSearch: Explainable Code Search via Concept-to-Code Alignment Optimization is Better than Generation: Optimizing Commit Message Leveraging Human-written Commit Message

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:59:19.014196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.