Pith. sign in

Paper Citation Record · LEDGER

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions

As of 9 August 2026, this Paper Citation Record lists 100 of 114 outbound references and 0 inbound Pith citation observations for arXiv:2605.25536.

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

pith.paper-citation-record.v1
2605.25536 v1

Coverage vector

measured 100 of 114 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T20:48:19.988304Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 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

100 of 114 outbound references displayed

  • verified exact17
  • verified fuzzy0
  • unresolved83
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 87f2ce33-3a4b-46b9-ab5f-db8cbce5d734 · outbound

This paper cites d.].ACM Digital Library.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].ACM Digital Library

Reference 1

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:f3b0d15c834d05acfc22b61f7139418dc00eae3027400336115986a10610e7c4

Observation 901fd30a-26f4-4c2a-84b8-18edf34ff909 · outbound

This paper cites d.].dblp: Computer Science Bibliography.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].dblp: Computer Science Bibliography

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:6c6a2d9b3475a1c7705f88449bb4dd468c23041b2a2ad52147b0afc1ae36d71a

Observation 11e01f9d-360f-4cb1-9cb8-161f39f017b2 · outbound

This paper cites d.].Google Scholar.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].Google Scholar

Reference 3

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:b5a8890c645916dce9bda634932c31944b57612cc69381a08cfc3027f9cecb36

Observation a5bd1dac-3618-482f-80cf-275a6b2ffcd2 · outbound

This paper cites d.].IEEE Xplore Digital Library.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].IEEE Xplore Digital Library

Reference 4

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:0d2d23eed55f3fea6718fe864c670d6b6952dbea6f4c9957f59d6498410d2411

Observation 37a0c604-2f33-40e2-9185-5029604636f0 · outbound

This paper cites d.].OpenAI GPT-4.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].OpenAI GPT-4

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:5020231c3227093a508c1cc56fc37690c5c1890879159b8782bf3bb9494ed6d2

Observation 55d8c44b-74fd-4fb0-b945-8f526e7422fc · outbound

This paper cites d.].ScienceDirect.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].ScienceDirect

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:e70341abea5ea08b99e4766122b4ba58dc234fe90ad092e099db9ea2c6c178ce

Observation 342e6685-6ab6-4e41-be88-d39638da6739 · outbound

This paper cites d.].Scopus.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].Scopus

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:bc24184d38662def4736faaad0e84e9e44b71e1d654267db20f95be211a569f5

Observation a581e5ff-0fbb-4814-a84d-33ac134e7b3f · outbound

This paper cites d.].Web of Science Core Collection.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions d.].Web of Science Core Collection

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:7590e17bdd3125a09e3c36998dc4cd8ace3dc24701d3d8a7358be0569cc2ca82

Observation af96b91b-70de-4f0c-a881-c785daf622b5 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:291049988fe7a5a5ba864e494f54b527ed054e909a83a981c7ce5d3f3389c922

Observation 67e600f8-6f94-40ac-b0a6-bc6fe6662f17 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:72b745aebdb52a0f76c6860054bf3fc332d22ddd5b473e4484182fa3b68e2f86

Observation 77617820-e358-4ce6-b8c1-5b82a791e46d · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:986d791d02b1638700d3e95957c597e6f47740da11d63fc34260b8aae6206ef5

Observation a81cb070-af1c-49d0-96fa-b6f0db2499ec · outbound

This paper cites Program Synthesis with Large Language Models.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Program Synthesis with Large Language Models

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.519162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:d4a8b14e8d23c51f75b23750d376a6dbc9c1766ef4c39ffe8859d00edabccab4

Observation 3d1889da-4785-46c3-807b-8b414359af00 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:bcab2371ef83c2d4db20b08b082d5102c26b1eb9793cc8feaf3262f00f37f843

Observation ec1bd451-a2d6-47ff-ab7d-db3ea479e085 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:c10e7a592e3e3cfca3d0910c3bf9b807338a0a8a1f9e96a1ec5cb85222b26750

Observation 4d101452-ddba-4962-be9d-7c379d97a3c7 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:1ef59f583dadb59b468ec27200879b7e23e573c2bfa9c9768ff929fe62d2b249

Observation b6ee87c8-3c90-4b87-9822-bc69c35350b5 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:eb7560fa67a086ddacb106b4e4cc8f27d0e3520122042f2353daa1cf865fcc57

Observation 219828c5-599b-48ee-aa73-91eac316ac70 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.521893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:80ea5002849434ff449a219ffcb22f20f90bdc87f1c7d9f8ee13aa31b67bff4f

Observation c87596e3-7a15-4335-b9e6-e1f8a82cfc80 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:8f39c048920c874adb321d6fb40a0aedbe47d7ed485706950d4bc8accc87e1ef

Observation 49012518-85df-47c1-a4ea-6f34a550b9bb · outbound

This paper cites Evaluating Large Language Models Trained on Code.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Evaluating Large Language Models Trained on Code

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.524101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:176d17f714fa6f6601a3a7317c30011c2fbcd768bc767b04f8c7792b00c10625

Observation 695e3f3f-d546-4a1a-9d16-ec203c8e895a · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:993e24ebc4d90c7b21e74f4bd94a59f5727f1ed17aa79b33428305d8fa82b6a8

Observation 17ad5ac6-64d8-40d9-8346-cdfeb8fce52b · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:92cee065f11600d646d51095a615071c90f6d9778a555c2ff5931049f6d2016f

Observation 29dc481f-23bf-4842-b60f-4867195bf032 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:1a5e505473d676397a9c599fa58ee90cf2f87168c5d7ec9641e799b0b6e0ba2d

Observation 48eb7106-7a8d-41e9-b0bf-274be588c1e7 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:6b59bda9d98fffc90dbaf4f55fb8924a48d0c8d74124bb0c76b341b197a629fc

Observation 627cfba7-86ca-4cc9-818f-fae55e3e52a2 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:3844f31b0a8559add780be0440361cdc1436ea71867fd61c733d2b6a04d232aa

Observation ba2644a7-4529-4344-b5c0-b6a2f8a51cfc · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:380b8f5ffe56f976f085373da27bb00147ee0f2c75d28c1cecc5c4bc72bbafce

Observation 21cca3d7-094f-4342-84ed-7b9e3a2e8677 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:fc041981c199fbf26a790d7e7001fffe12c2031e07f44bfa62555207f695915a

Observation 46e2a7a8-418e-4732-bd37-37d528af3f2f · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:74fc3b78cc955fad62e7c5af8b52ada7626dd0aec10a7724830afcd3013f42c0

Observation 8e6f7d77-c718-42ef-944d-0ad9321638d2 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:6ffefcd53be1035bd89bbaae67f64f9f19a4c6118f11c84ec90bfb49ff0772d3

Observation 273b3a5c-b810-4227-ab70-1b92157fa545 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:2ffc59393fab91088b42d6bf64606450d1adbdc65006814f016814e55bc8de15

Observation 4e051d80-b36e-424a-9c1a-743fda027017 · outbound

This paper cites 2023.Systems and software engineering — Systems and software Quality Requirements and Evaluation (SQuaRE) — Product quality model.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions 2023.Systems and software engineering — Systems and software Quality Requirements and Evaluation (SQuaRE) — Product quality model

Reference 30

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:cbfd591d60c5050c5c7300a5b39ca36c4e2a41ce3b4b30c449713c64d862a432

Observation 176878dc-8855-4582-b724-54b416e21fad · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:e3e01153338839d8c4c5e11b90a96b188e7b9011fcbf4640baf73a05b0877fff

Observation 6639bb56-6a1b-4677-973d-84e6722020e6 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:abca5e9bd37db8c5111b1e5ae650f44d946f179cd0eadf9e94506f2b00810262

Observation a074f070-f5c5-4e70-976d-69f7272d7c21 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:3a0c4586c6be3c0a1cdfc8d53f082a437d124e481b233dfbc18df29b50a87b71

Observation 4896fcf6-c97d-429d-8054-9f9ac2184139 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:7b23f552718cdb28ef3a707c903b6d643d09d04b9cc57294aa3a1913400fcd54

Observation f517af5e-5baa-4e04-bdf8-14cdbb899e59 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:008790995b2ca653b3a6f41d931a23058697ef7aeb657dc090061367dc7abf0b

Observation 4a3880d4-6b30-4bee-90dd-b6f48e1b0a3b · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:b2800b6141d69ebc6a8cf7f5d5d5ff34c7b3a9ad5e019d0fb96f364edd671984

Observation 3016d7d8-bc80-4e5f-bed4-b1d712518f33 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:4bd8a6e8119333fc36edbcc21c9713406a78806fd7c3176258652cf2420dc719

Observation c633c322-4e9e-4d7c-b29a-76cc12eee78c · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:a8018ac60b177e19275ab0764551b2d6af9050a6033aa2833cd184f7c406217e

Observation 410b0f8b-4671-4f91-bf09-e74370547578 · outbound

This paper cites 2014.Handbook of inter-rater reliability: The definitive guide to measuring the extent of agreement among raters.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions 2014.Handbook of inter-rater reliability: The definitive guide to measuring the extent of agreement among raters

Reference 39

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:c172a440ccf4b44afdf33ff81ccd766c64b6099ad7da2eca5713ee8312721ec6

Observation 63f38790-d630-4a89-8780-f5846556de43 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:10c3bb81da83b05d587f7879517b6540c495ab74ec804c40c00d45b2f2b68489

Observation 4f4d7810-0ff7-4181-83ae-b8d3a4ab7baf · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:fd4cf04c7aca491b197e530eae2ea94b5ffcbd00eb0aa18cafe4c82e22a1e156

Observation 162fbb7d-baea-4a69-816a-260f9347b0af · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.526557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:bd224f60507179d49fb0701074b33f1008b08edc66aa44119bea92f081945130

Observation 804e6dfc-b36b-4a8f-86b9-4970318f95e5 · outbound

This paper cites A Survey on Automated Program Repair Techniques.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions A Survey on Automated Program Repair Techniques

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.508352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:b3f221a0a2e06478b367f65b0178ee10c6258a030553c948a3a5d25c8c9fa426

Observation 219e9717-ada4-42e9-88d9-be1871843789 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:44a879381af4b5f9c14b994813b984dc11a39878ba88091ca1ccdf706c9a8055

Observation c1efc961-361f-47a7-bd28-0b5e02aac799 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:a66f30f598f902cbb13d7a841416b0e0003550a8ab111f5d4845c95f6a40c61a

Observation 69480947-e896-4853-8c4b-1baec5729da1 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:2d2665431d4d35c83182accc34b217536e2ca161a9c2929a72b5f8fd9604e2c0

Observation e150a4ba-911d-4ed9-9f71-7f483c1d41e3 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions A Survey on Large Language Models for Code Generation

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.511541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:ccd12e61d85525fad72d40c4985eebaf092d8e9feb83483aa93763400346b2f0

Observation 677fca31-2f1d-4774-ad90-5f7a8c6ae8ce · outbound

This paper cites A survey on llm-based code generation for low-resource and domain-specific programming languages.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions A survey on llm-based code generation for low-resource and domain-specific programming languages

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.514194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:fc5b8f4e430e583cc8351bd8d72d181e96f76a22aa933a4fc309e4567ff36b1d

Observation 0b4934b6-7a19-4510-856a-059172ebdc35 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:420a6887be83d03c166831c47f6803852f968cac84751ca0d2f595c045413197

Observation 0c5f133b-23e1-4cab-b308-1e360fc72512 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:fc3792948b51f9d5e6df8598a99908b12dccc5447fe3f160303d248075568d9d

Observation f924e3b3-d972-434d-b816-400813387c7b · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:5ef77b87d1d4baf7f71052048f09c5bf13b290e4a57d969705f384c742e1a258

Observation 24483c09-5b91-4256-8a33-9292e071bc8b · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:fe0f31e0e5057c99aaf26219d190741a7c9b4cb102e71a70018bb71dd9c219c3

Observation a0582575-8d3a-4ae4-b1de-c2620089a896 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:f15ec6121fb147d01c5e4f59d2fa1b2d1318cf2c77388ad806c6da7a687c7fa4

Observation 1d78467b-7209-49e0-97a2-3f2950f17d78 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:888564b574b98f5d2519f264daed7add0936fe509b4424cc0b8a4eb3b6e32ccd

Observation 1c8eaa78-1743-467d-86ef-05f37ef35692 · outbound

This paper cites 2018.Content analysis: An introduction to its methodology.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions 2018.Content analysis: An introduction to its methodology

Reference 55

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:b24a1a4989122bacd16e3c3bada316896544e050f0c26b65de8719225f15f13d

Observation a7e2b9af-53b8-4e0f-9955-3cbe634f3205 · outbound

This paper cites Unsupervised Translation of Programming Languages.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unsupervised Translation of Programming Languages

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.516866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:609c5c13f38c7193148795da0f540b0307870c1935755d6664ae93f3db68959e

Observation 15c2f7a2-96b5-4521-988a-f9dad5e4907c · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:2d96ac0c09d40103d5a7f5a764b9f38b3bddb114eaa1d88ea78cf28147516bbd

Observation 95046778-89b1-4225-afdd-5053438e31e8 · outbound

This paper cites Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.502953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:42778c06621c26ec831ead00324d8302bafb8154404842df042cbd38f42507df

Observation 9a55bbd8-5f9a-4628-990d-bca87fdaaa3e · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:8162504f6eb69d7b0dd7ca370f1ad3fa1443a36ccf70fa422ab92f615aa509eb

Observation e24b0672-b126-4bcc-9e8e-847aa1742836 · outbound

This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.500281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:1acabba748740a32451ddd7d8875f9304f8d4987f3c7c72ebc9444c28906c49b

Observation 89ad1896-b864-4303-b7a3-7b549a312f2d · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:15b77310478216b29f9cd13e04701d39a82a0cbaae59abd1da87894198e233d9

Observation b245bac0-a8e9-49fa-b840-aec23052eff1 · outbound

This paper cites Holistic Evaluation of Language Models.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Holistic Evaluation of Language Models

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.515890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:4d8970d44b7608dc62a6be2b6b2811abd16d7cd452deb08645a66aadacec7af5

Observation c26490b6-939f-4ac6-b9bd-06e483045f12 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:18b2a2dc6f1db35881600cd212884a8419e61b9f6e17cb8d31ec3e4f153e6d30

Observation 7f452975-c9c7-428c-915c-25e8f963221e · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:8a4f27712eebc758e3e1b4cd96e29979d33d441ba9430eeda272e5554ecbc1ce

Observation 63a81a38-59d5-4d5e-a28e-3308ad14638d · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:1c6b3c3c64694f9d3b066ce8fda617d6da17b21bd6f013ab73434f5960f0bee3

Observation 82992bd2-0d90-4511-97d9-a8b1d7c44f08 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:c300b356caa4fbea03ec0fca1d5dc8c5748a0bc5c9a7c1d68319f3e4e35b4e1d

Observation 9eb700b1-298e-4e06-8975-598011139d53 · outbound

This paper cites Large Language Models: A Survey.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Large Language Models: A Survey

Reference 67

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.513530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:0e48c357e3968122bdaf4ed8cc2a7c25e11f0748c36807d6404e8df766369d4f

Observation d12106f2-19ed-4150-8ed2-d0fe4d29a978 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:7c9e735da245b746389051b19a075b8f6fd7903fc1d7f13d52f95578075998e6

Observation 246cbf55-008c-441a-b071-538a3bd734ef · outbound

This paper cites automatic patch generation learned from human-written patches.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions automatic patch generation learned from human-written patches

Reference 69

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:6b584710812be89859246d4a44be16af45fb44d582475594a64dcfe61c40e75f

Observation 7a46442b-0646-4615-b464-81747f0c3847 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:e30a9d0852930ed87a4f5b93bfb0716b919e78e649d63f7a024abd662ae8736d

Observation 6d874ef6-6618-42d9-bef8-c7f336f4f79f · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:3b89e151f4eb6a85954b3b5b304c2e376131bc44bde5d6a5f2b8b259215721f6

Observation 82064040-e1bb-4736-9562-17c9c2fff723 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:721e68becb2ececc8b538bf7f7208aa578b05fddf769247d15b6cffaec5d2e4e

Observation 588a61fc-c5ae-4d4c-b56f-e679289948df · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:f3f35d8c9935317c6767e3720965739e00212d1ccd992c832b954b9192e38f1d

Observation f8ab1775-1c7f-45d9-95a7-27117fc13b30 · outbound

This paper cites Retrieval Augmented Code Generation and Summarization.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Retrieval Augmented Code Generation and Summarization

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.497065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:cfa290fc1ba3ccb800e8664066de908ffb85397c2664433c4087b48c5a732bb1

Observation 8c5a6aef-8be1-43e9-a23a-a8f9785e516b · outbound

This paper cites Instruction Tuning with GPT-4.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Instruction Tuning with GPT-4

Reference 75

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.505145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:d97942a4f82a32ab43f0483c8f8dbcdf5c337d8c3824ca0ec69c87503087c044

Observation 2f14dccf-1bd6-4a94-94c9-3c61ba0a0328 · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 76

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.494183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:3307dbcc81d1ea2953d34e0068fdce3bd52648485d34c27b0bf5c0781a02e154

Observation 264ab269-9d45-4881-9c1b-6a43dfbf66c3 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 77

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:e64bd3efc7640c4ae3db35d76179c4ca7d774080df3b4277d54328326575fc08

Observation a077906b-584b-476b-8a72-6791be0fda46 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 78

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:c7f5ce3dd00534ba6c0f614c2416d82d5281b706327bcc7c9271baec4d1a7f93

Observation 780ae852-d1ab-45df-9929-c90188394bc9 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:b110adf68a4da38e8ea2061b15e8bc22fad6cc1ac00641e99a0d66258e7b8c2d

Observation 56b922cd-89ff-48e4-abff-e9543ebbf7de · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:0a7b2b2e7592f1bc6639ca50803737cae804dd2172977ef417bc2c7158816964

Observation aefc6157-6291-4320-b20d-9a65b5dfba91 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:d09ffe1f983ad97f414cd70ccf36bb9b548173aa5e3c4e1136ec7fbd10d38463

Observation e597dc8e-c412-48c6-b8ce-43516917315d · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:90f7433c1c6023d837a8ea8914c3dd1b7804ffc2dd7d50f9f561fefb9f645930

Observation 5295eaf9-67dc-456e-97f1-04a3d3218fa2 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:5e8945652e7fcf897a3ce9cefae31ffeb4cf1d1761ae66b7ab11322b571bef22

Observation a74df1f1-70c6-461d-824c-229cd70cafd6 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:149c1ace4447431551ccab71dcd3b01d0790427c4eab1c4bf5d2110a70b4a5ac

Observation 1f184622-e86c-45b8-85eb-08344308d564 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 85

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:e0ac853f04506b395e0a323df202a1c2d6a4acdad70d81081833dc6c5a9d4257

Observation c2fa2e89-4be5-4e1b-83b5-93a5bff1a188 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 86

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:3c6fa250a75f782aa39e2182230f29383513b53e8b6bbb9fa6dd6498f1651bda

Observation 31a7cc25-11f2-4203-b75f-a0b4437f755c · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 87

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:0ace1f04a4d937fed6cbb90af8937284e9e10e0f0661d5dcc57734684e31deae

Observation de24dcf1-2752-4e2c-a7c1-0751e3e688f9 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 88

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:81b3bb06ea30a8565bda6311307aa343fc6c6e1638fbca7c282371e72343e695

Observation 442b6627-05a3-44c7-a7c7-b74a988f2634 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 89

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:00c1c40a9e985a8be10a2aeae56f0c4c9c9b7f59832543bc11e80c1a0f0da0b5

Observation 0071cec6-ebfa-4578-b7e3-f787ddd2dc12 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 90

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:8eb34784887668bde3ed9bf81dd765e524535739f4313f26236d74b8e7411919

Observation d11f8fd0-3b00-4349-a315-93628067700f · outbound

This paper cites Prompting Techniques for Secure Code Generation: A Systematic Investigation.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Prompting Techniques for Secure Code Generation: A Systematic Investigation

Reference 91

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:53:58.482866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:c3f1ae21efae809282643cc995c388ed67cb93b3c1b45f7af0ce080ae5225e57

Observation 4c2fad61-07c6-4068-889f-c4f0250c3fce · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions LLaMA: Open and Efficient Foundation Language Models

Reference 92

Resolution
verified exact
local_arxiv, observed 2026-06-29T20:53:58.482745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T16:08:17.350515+00:00.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:ae7dc062a39d064263b8892d0f44023a4274d4300f5ae6bbc674fc1b1b874741

Observation d1851820-40c2-44e9-a447-b2d1fb012247 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 93

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:f33556e4ae5b5eac85b9241125f4ee5e9f616e83eacd67242cebebff29566c34

Observation 0f3d95ac-9261-45a7-8188-35d0b2b6bc6b · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 94

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:6cb81c0a7be9283af1992d8dadacadb3b14f7852fe3a874b08cb5d338d107e70

Observation ac14caae-ae59-4902-a9fa-632742481978 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 95

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:5ae91021185f941e7a17f2eb9235c1329143f0ddbbd87f8b13ff310e2c7edf18

Observation b93bc82f-5e9c-443e-b9d9-bcbd35773c3c · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 96

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:ab24777a5b5ac89d83800507ba5d1c61339f0c069f16509a00b0e6d1d0ce8ad5

Observation 3a759367-f653-48f2-8f12-895d8a17f2f9 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 97

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:b387cfe8e78a04d6fb69561255337a4ca0e7a322f3edcc22947433a0aec623a5

Observation 2f584f40-f2ce-48ed-a7f0-35db90fea2bd · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 98

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:bf627df053455784ffb80656c4d37b45367a3f79e048a9fd2817bacec9b66bab

Observation 905a8af9-d383-4253-839c-aa5457063e4b · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 99

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:ea3b1a0c350a385d3f040e2be2de421c6437a3c532edb1e54032a4263a76db34

Observation 0bcfa085-e354-4451-91cd-a14bdf83bb62 · outbound

This paper cites an unresolved cited work.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Unresolved cited work

Reference 100

Resolution
unresolved
no resolver link, observed 2026-06-29T20:48:19.988304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T20:48:19.988304Z digest=sha256:27283a66e24aec11ba0c0f2088a070fa2eb5877aaa96157bef2752a42685f8a2

Pith citing papers

No inbound Pith citation observations are available.