Paper Citation Record · LEDGER

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation

As of 21 August 2026, this Paper Citation Record lists 98 of 98 outbound references and 4 inbound Pith citation observations for arXiv:2505.16590.

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

pith.paper-citation-record.v1
2505.16590 v3

Coverage vector

measured 98 of 98 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:02:24.161493Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:55:19.674863Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T00:49:48.601567Z

Reference resolution

98 of 98 outbound references displayed

verified exact5
verified fuzzy3
unresolved84
parse uncertain0
malformed identifier2
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7baac46-4bf3-4e49-bd28-9599a63f2c3b · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.219683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62a269a9-cfa3-4ba3-8c9f-ab6cd3a1ef3a · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.305179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e4222c1-9192-4159-a0d3-54da226dbe7e · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.395140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec82dd37-f249-43d1-af80-6dac1127f7b7 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.484948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 146c04b7-38f2-462d-82ad-b4f7c5cac443 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.581163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21f5350c-3fb6-406f-8c1f-76658d6c2ecd · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.631202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa111175-3a6a-4fa7-9958-a7513e415b61 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.688104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fc768b9-f3f6-4ce7-b486-dfce3ede2cfa · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.744227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2093afed-cce0-457a-9bd3-33fa3329c36c · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.799167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceaa7abd-9b76-4c5e-8f85-854d364aa9d2 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.875553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aec0074e-73aa-41e3-9190-5d0197827ee2 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:14.979487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61574e2b-3db1-480f-b06f-f973ab610cb7 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:15.102783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3aa7c28-4917-4828-9c32-c7644e2fd6a5 · outbound

This paper cites The Llama 3 Herd of Models.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation The Llama 3 Herd of Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:15.324435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4865f5d-c847-4223-842d-8493744b03db · outbound

This paper cites translation.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation translation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:15.414072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4f693f6-080f-4a76-a519-08d7e0ea443f · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:15.488949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bbfeab2-a4a6-48e2-ae57-2fbf8a302815 · outbound

This paper cites KPIRoot+: An Efficient Integrated Framework for Anomaly Detection and Root Cause Analysis in Large-Scale Cloud Systems.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation KPIRoot+: An Efficient Integrated Framework for Anomaly Detection and Root Cause Analysis in Large-Scale Cloud Systems

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:02:26.814936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0ddc6cf4-0bc8-4ac9-8a49-e6e8e62aaf5a · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:15.693575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 482e7f1e-924d-4269-b3cd-8568d3fc4220 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:15.847698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2186315d-020b-4b0a-8c87-473c491d1fba · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:16.455874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f5ba16-ede1-4d4b-8916-e333483f73e5 · outbound

This paper cites Studying and Benchmarking Large Language Models For Log Level Suggestion.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Studying and Benchmarking Large Language Models For Log Level Suggestion

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:16.552993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd5f6814-8c6a-4a94-821f-b7782a58b277 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:16.631940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08fbe7f0-f8f5-4800-80db-fdbf73403b19 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:16.752684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a6985d9-6e4e-488e-837e-c97e0d044e27 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:33.641670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 66805712-a503-4cc2-b9dc-bf3eee7a4923 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Qwen2.5-Coder Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:17.050977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b3ce634-a3cb-424a-a4e8-b5009638b496 · outbound

This paper cites Context Conquers Parameters: Outperforming Proprietary LLM in Commit Message Generation.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Context Conquers Parameters: Outperforming Proprietary LLM in Commit Message Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:17.300650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a5a676d-a5e8-4359-8f97-5625d107b8cb · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:33.401790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 57879319-7fd5-4303-b3f8-540a673c8289 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:33.142120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 917ae339-eab0-44f6-a6fe-e41eac1b8cee · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 28

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T15:02:26.604668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 50dff7ef-eb6a-4bbf-91c5-f4ffa78bfe85 · outbound

This paper cites Mistral 7B.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Mistral 7B

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:18.291606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88f36398-213c-48cf-a042-fe1d11b587cb · outbound

This paper cites L4: Diagnosing Large-scale LLM Training Failures via Automated Log Analysis.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation L4: Diagnosing Large-scale LLM Training Failures via Automated Log Analysis

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:02:26.372421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cedee1d2-f739-420b-bd56-0effc49546a8 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:32.959826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1d09392f-b92c-4701-8531-fcfe85ced6a5 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 32

Resolution: verified exact; doi, observed 2026-08-07T15:02:24.781094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 68d32cf7-f9cb-40a9-9cc1-9f24a7efa84b · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:32.793930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3a4f3d5b-9661-4bca-932f-5b23b72f769c · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:32.669357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 61f83e62-a6e9-447b-b5b2-bf43507ebf47 · outbound

This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation The Power of Scale for Parameter-Efficient Prompt Tuning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:18.904594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00944625-0011-4b86-bad5-2e2cb335895a · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:32.554427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2f2b3c2e-4433-4321-b0b3-42720cac68f7 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 37

Resolution: verified exact; doi, observed 2026-08-07T15:02:24.614512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e1c35d9e-a3f1-48c8-9722-9a25c6474a28 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:19.208800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ad3b57a-42bf-4f8f-bb10-f312c4ce6025 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:19.312331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1112577a-2b8a-4dec-a3c6-4760798d2445 · outbound

This paper cites StarCoder: may the source be with you!.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation StarCoder: may the source be with you!

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:19.424346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 539d0a49-8235-475e-a06f-31bf87828b86 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:32.388382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 03db53af-c0d8-4da4-9693-5393a60e18b5 · outbound

This paper cites Briand, and Michael R.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Briand, and Michael R

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:02:32.269096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 614a7c92-811b-49e0-a213-ca964517c544 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:32.088334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1468992f-1f20-4830-b30b-781e20ec7801 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:19.975974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb499781-5e8d-4d67-b3e2-1dce63f79cf4 · outbound

This paper cites IEEE Transactions on Software Engineering (TSE) 50, 12 (2024), 3188–3207.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation IEEE Transactions on Software Engineering (TSE) 50, 12 (2024), 3188–3207

Reference 45

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T15:02:26.087803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 51a81247-3f60-433f-a99d-7ff8ea350a03 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:31.955772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0aa99c99-c505-40e8-a784-590fe924d5fe · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:31.742145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6d3b3d86-a3c9-45f6-9bdc-8ecef3e4e227 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:20.079213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02358fb5-8a5c-4568-a950-6d07685527cf · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:20.513603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3427ba5c-5077-43a4-9f40-df6565eec4ed · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:31.598090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 915b8a77-f6c6-4907-ba38-e0ff9e407191 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:20.417880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 970cccb6-7c93-497f-8af4-836dc93c394e · outbound

This paper cites Hassan, and Shanping Li.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Hassan, and Shanping Li

Reference 52

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T15:02:25.569852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cf879d95-20fb-4750-8568-e8aeeb27a5e4 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:31.233661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ad7f81ae-ae20-4041-80bf-b844913bba2e · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:31.352115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9d5c2179-ce90-4a7f-9816-8ecdbee059b9 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:30.792357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 81638077-d062-4ce7-8216-b4d705a9cbc9 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T15:02:21.210759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d73c7e1-0714-45e4-9aca-9dad065a53b6 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:02:31.018922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 937c0f43-b56a-46aa-aeac-fba7da41cdb0 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 58

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Observation 39c04f31-bc99-4ab4-b12b-c167ba0c2331 · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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Observation f0cfc324-e5ec-4004-a863-3d4e21f95751 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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Observation 1cfe5017-9192-43d7-80c4-131dc3571378 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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This paper cites an unresolved cited work.

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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Observation c2bd07c1-92d1-4aa5-a708-0f79143af171 · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Code Llama: Open Foundation Models for Code

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation AL-Bench: A Benchmark for Automatic Logging

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 71

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Observation 075fb2d7-82f6-4db0-80d0-3a21fb8beb90 · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning

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Reference 74

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Observation b0bf9b93-84a3-4696-8c9a-dc533fb2cb45 · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 76

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Observation b6a1102c-25de-4eb0-ac86-2e9f7c15ff83 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 77

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Observation 5564e695-8c8d-4b9f-b2d4-f46656255128 · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 78

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Observation 20cf8b1d-38d0-46a7-abb3-e1cd26af131d · outbound

This paper cites an unresolved cited work.

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 79

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Observation 0c5325c4-63be-4438-bb24-1e8428da4181 · outbound

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Reference 80

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Reference 81

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Reference 82

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Observation 2c9b4c1d-e931-481b-8d74-b57b222d11c9 · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

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Reference 86

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation Unresolved cited work

Reference 87

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Observation 433eccda-0013-4051-9498-5a687e056674 · outbound

This paper cites an unresolved cited work.

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Reference 89

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Observation 36bb8539-ea6e-4d1b-9f50-84dfe72c905a · outbound

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Reference 90

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Observation e05a07e9-7e39-4da5-b4b9-1bc00b5815a3 · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation In Proceedings of the 44th International Conference on Software Engineering (ICSE)

Reference 91

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Reference 92

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Observation b170f536-d623-4400-bcd8-1cdf63c0a5c8 · outbound

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Reference 93

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation In 10th USENIX Symposium on Operating Systems Design and Implementation (OSDI 12)

Reference 2012

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Observation ffab6c9e-67ae-428c-8e04-f4b2cca23bee · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation ICLR 1, 2 (2022), 3

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Observation 0ad56af8-f73b-4287-a2ae-9303701ff935 · outbound

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Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation In Proceedings of the 46th IEEE/ACM International Conference on Software Engineering (ICSE)

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Pith citing papers

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CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency cites this paper.

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Observation 118b3a71-1d10-4563-8730-abf3f43d57a7 · inbound

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Observation 413302e1-2f8f-4858-ae93-ebe6f8540cd0 · inbound

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Reference 66

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