Pith. sign in

Paper Citation Record · LEDGER

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code

As of 22 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2504.19037.

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

pith.paper-citation-record.v1
2504.19037 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:07:00.951876Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:24:45.710943Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T17:24:45.806593Z

Reference resolution

40 of 40 outbound references displayed

  • verified exact15
  • verified fuzzy4
  • unresolved15
  • parse uncertain0
  • malformed identifier6
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 92eea43e-be6a-48d3-b991-0c9a2402e9fb · outbound

This paper cites Q3 Earnings Call: CEO’s Remarks.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Q3 Earnings Call: CEO’s Remarks

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:07:04.563426Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.535363Z digest=sha256:3e3bd519c73a952705dde3707302749983fccbb2265e467d46ead15bc0743f03

Observation 80845d85-9b1f-4d7e-82b6-d80940d348aa · outbound

This paper cites Feitelson.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Feitelson

Reference 2

Resolution
verified exact
doi, observed 2026-08-16T10:07:01.473018Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.542752Z digest=sha256:fd5c97badf7f4e7477e5b8612b53749c3f86dbeea40765d45adf98d4214f7407

Observation b5bb5df6-d3f4-4843-95a1-335ebe10021a · outbound

This paper cites Feitelson.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Feitelson

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.550150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.550150Z digest=sha256:246c1ea63f8d48de6ac03595532d84adb64cd3f838079213181246387d4ecc07

Observation cd72a6ad-dd84-4218-890c-fab2f85b771d · outbound

This paper cites StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.564439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.564439Z digest=sha256:6a8ed829977ad29bd3c2b781158558234ddab4a1d45dbd8aa97683a3a6c92c8c

Observation 23433c0c-88fc-425a-99dd-c14817e3b2a1 · outbound

This paper cites Hofmeister, and Sven Apel.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Hofmeister, and Sven Apel

Reference 5

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:04.310937Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.576094Z digest=sha256:82e36cb0e4ef232356cd73b6c3941ed1760fce1fbc3eb63075030030aa6f8da3

Observation 5ddbb0f6-413c-4dc5-9d44-dcb2065b5b2b · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 6

Resolution
malformed identifier
arxiv_id_nonexistent, observed 2026-08-16T10:07:04.134840Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.582156Z digest=sha256:e1d1f40035afe0d600efd0d09ea5b1b3560fee8616ec82fe7e627d8d15d12873

Observation afd9e10e-0270-4544-806a-bce27d5f7b5b · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 7

Resolution
malformed identifier
arxiv_id_nonexistent, observed 2026-08-16T10:07:03.953711Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.593179Z digest=sha256:2dfb566a5ddc98b485696239378ddcc5f603c9e381096bb46d09cfa3ec37dbe1

Observation cb767e47-52fc-4150-99d3-4f03e6739aab · outbound

This paper cites Duarte, Carlos Ferreira, Joao Duraes, Henrique Madeira, and Miguel Castelo-Branco.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Duarte, Carlos Ferreira, Joao Duraes, Henrique Madeira, and Miguel Castelo-Branco

Reference 8

Resolution
verified exact
doi, observed 2026-08-16T10:07:01.371321Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.600304Z digest=sha256:71ca27d4288ad8e8008d80fac37659c67aa390d9ae4d58b8e8ac2ce7487e9a6f

Observation b4eb6da4-f177-47d1-8fb7-f4fa4a6267a3 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Evaluating Large Language Models Trained on Code

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.607387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.607387Z digest=sha256:8d05b98ba3c33abc423fee413d9045de11c26147e3e6b8f9612e898922d1c138

Observation 0bc37d62-0cca-4460-a5ca-83fe80945170 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 10

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:03.752325Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.614304Z digest=sha256:788ea65f8de2e42e3b9eede4fe77007a1271a84d8bacff6cb138d94cb3266750

Observation f3b5ddbf-92f1-4f5b-b8c9-9697fd72b3b4 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:07:04.539202Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.646456Z digest=sha256:fb78bae5256ad504bd83debbda1d3c6915ba519d731412b1b70b1b06db7d4700

Observation 2bd90d77-f403-4879-a539-6aabb74c0f24 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 14

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:03.216617Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.662566Z digest=sha256:b335164909d8229bdc70afac694b0dd6586c2ddd1b271af45438a1c0e1342de6

Observation 36a1805a-e36a-42a1-9afc-64fabf94a44d · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 15

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:02.975630Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.673055Z digest=sha256:844f006272b8d3411d0a54fb9a085c69663238aa9cf785b3799f44d6e870fc9e

Observation 3d74a3e3-454f-49eb-a0a7-70ef940bb2e5 · outbound

This paper cites 2018.How to design programs: an introduction to programming and computing.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code 2018.How to design programs: an introduction to programming and computing

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:07:04.512004Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.682757Z digest=sha256:3c0fbe53480ade3a124c115f306817822ad3b4dc6260f5df439e50c8e4ecd63e

Observation 41616a63-43a2-454e-9af8-cf095e448b48 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 17

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:02.780665Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.691376Z digest=sha256:b92f6e2735b338b996caaf7aa26b117a4708c9006830b09ca0efc199cd8ac054

Observation f6312475-bb53-4c04-928e-ebf87c22bad1 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:07:04.486375Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.702011Z digest=sha256:33b6c95470d6a14e1dc94dfde0ca67b48b63fe96a8caaaa3695e44c10fedc843

Observation 966f7e17-2797-46ff-9e3f-03299aa37c74 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:07:04.463120Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.714509Z digest=sha256:6c36f2f7e7e3844b52c3e4ec6a3d2b7c35394c0665163761a78223d4b33753e7

Observation 2c5e8047-b9ce-41bc-9d10-08c0e73e0431 · outbound

This paper cites Roudsari, and Jeremy C.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Roudsari, and Jeremy C

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:07:04.442005Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.721488Z digest=sha256:480013a815e68db63e3a314c764a9dd379b28b00376bb6e72ca34753eb52e618

Observation e92033a9-8b57-40bd-b3d9-ddce0ca593ed · outbound

This paper cites Hart and Lowell E.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Hart and Lowell E

Reference 21

Resolution
malformed identifier
no resolver link, observed 2026-08-16T10:07:00.729917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.729917Z digest=sha256:b500c091946caad5b319d0d1edcbbf95224ea56a16e7694e72768421c29fe319

Observation 19f129f8-64cc-42fe-9b02-503542531e09 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:07:04.417935Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.761020Z digest=sha256:04549c0ac51611ff8238e9fb4b2bccb66eb6461821b59dd9250db17db32354d9

Observation ee34b7ec-aa7e-4abd-a123-b34da7174cf7 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 24

Resolution
malformed identifier
no resolver link, observed 2026-08-16T10:07:00.771909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.771909Z digest=sha256:469199cf1fcf7d2005eb5a506de0ced931259f0fcff08fb2b0c2706aaab2d26a

Observation c55c5e87-3214-4cb1-98f9-4a1330cfa383 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 25

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:03.594190Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.782995Z digest=sha256:c6b351fadee674a5c1c8ed2c1e073e6758ed2441cfd07be4a39e9fe6e2316c25

Observation d0af4075-841c-4286-876c-e242057c9606 · outbound

This paper cites Substance Beats Style: Why Beginning Students Fail to Code with LLMs.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Substance Beats Style: Why Beginning Students Fail to Code with LLMs

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.790750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.790750Z digest=sha256:aeb23dfc8e12046e7fe61d1b7bce3ceb957beb8c628a717c2e2209447772015c

Observation 36c95f29-c502-440b-b495-5a0857dc77db · outbound

This paper cites What Should We Engineer in Prompts? Training Humans in Requirement-Driven LLM Use.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code What Should We Engineer in Prompts? Training Humans in Requirement-Driven LLM Use

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.798748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.798748Z digest=sha256:6ecab5d8ee5d7ceae56ec0df274a161ea0123ad0400b9cb62528c0069c6528b3

Observation 078cb9fc-0b0a-485a-8812-6bec56c5f1e0 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 28

Resolution
malformed identifier
doi_truncated, observed 2026-08-16T10:07:01.225991Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.808807Z digest=sha256:cd175f8eaa4c412bc81d5af452f8cb81a49af2429aa18c7be72ef83076504e23

Observation dc734431-22af-4282-a747-e3d9729d767f · outbound

This paper cites Leveraging LLM Tutoring Systems for Non-Native English Speakers in Introductory CS Courses.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Leveraging LLM Tutoring Systems for Non-Native English Speakers in Introductory CS Courses

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.817238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.817238Z digest=sha256:1659b53a5d92dedd516f3eec51efa6e270d8a2761eef5234f70d67f14882bb5d

Observation ed324a33-6fd0-42c8-a9aa-e8e682ce3c42 · outbound

This paper cites Nelson, Benjamin Xie, and Amy J.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Nelson, Benjamin Xie, and Amy J

Reference 30

Resolution
verified exact
doi, observed 2026-08-16T10:07:01.174531Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.824747Z digest=sha256:57d9a23a8c922266a63d0dd4af54ff8577fa123909d05efc4a398f87bf0f221e

Observation 11b5592e-faf0-465e-8ad0-b515ef8329c2 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 31

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:02.554136Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.833870Z digest=sha256:eab097fb41ded02d11a6e854f017ae378bf284772942bcbcb7b216fb311bc126

Observation 6eaa020b-c72b-4296-8eb6-39eea2b3ee8f · outbound

This paper cites Hofmeister, and André Brechmann.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Hofmeister, and André Brechmann

Reference 32

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:02.336330Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.842341Z digest=sha256:95889acb4b3035e2eb53f6bd34389b25c542c84cf46e8c622a530dce463aaf7c

Observation 13962664-bc50-4e51-b200-a8995ed44ba2 · outbound

This paper cites Becker, Bailey Kimmel, Jared Wright, and Ben Briggs.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Becker, Bailey Kimmel, Jared Wright, and Ben Briggs

Reference 33

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:02.101283Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.850283Z digest=sha256:b117000ad5304afb8a0bcff99ccf674453c7f7ab054add51fc100f19fa2316e8

Observation e83bc4b1-f637-4fda-889b-d943c8dbb01b · outbound

This paper cites How Do Programming Students Use Generative AI?.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code How Do Programming Students Use Generative AI?

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-16T10:07:01.140269Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.862020Z digest=sha256:4c75b27d7c416107b8367dec63304adf36edcff545ab59a9df307e424e5d3e21

Observation a53d895e-f7c5-4ae8-a7e6-52d4e21b8020 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:07:04.391510Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.870795Z digest=sha256:37d821054af4b7e80e813eaea6e7f7a9bb013604f08f0824490df446ad3eae57

Observation c1fdc25f-3be8-4852-bfa0-0c3c57142d6f · outbound

This paper cites Can You Trust LLM Judgments? Reliability of LLM-as-a-Judge.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Can You Trust LLM Judgments? Reliability of LLM-as-a-Judge

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.878078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.878078Z digest=sha256:abf19e2c6403f9ff9c7b1e9fb71ecf531e6ee499c009462cc95b86534ddd7dfc

Observation fe1cf76f-9f8e-4622-8b94-55f3fc822882 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 37

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:01.853468Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.890245Z digest=sha256:97f12d87000c87dad5f7920300c86d99c93b6a98715caa97e6427dabb01cc4eb

Observation dfe17013-7f6a-48d4-84ab-5fbb4cf4ed1d · outbound

This paper cites CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.904237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.904237Z digest=sha256:6af85188f693f79a68d4f0c59e502f4f4bd77a01bf7ae6d151d7dafeef8007e8

Observation 011bc309-ec2f-4783-a44e-3df7c321b104 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:07:04.366679Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.912121Z digest=sha256:1e4809dc1ff23bdbecaad5717dfe9404be54cf6ed5e5128fdd4512a63a1c1fb5

Observation 95e2572f-0811-4cd6-a899-8ff96dff0315 · outbound

This paper cites Smith Iv, Mounika Padala, Christine Alvarado, Jamie Gorson Benario, and Leo Porter.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Smith Iv, Mounika Padala, Christine Alvarado, Jamie Gorson Benario, and Leo Porter

Reference 40

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-16T10:07:03.423065Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.937164Z digest=sha256:9001b44d5d7c14cad86fabe02f35c341e1736504002dc8005bcd131a58b56050

Observation ae190412-7a36-4da6-948e-066124e65bb8 · outbound

This paper cites an unresolved cited work.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T10:07:00.945185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:07:00.945185Z digest=sha256:4de48983e55eb629ff21e8c3533d12b413c01f920e6c7ee45ac55512f8457173

Observation 9a5d7969-85a3-4ce1-8b79-650025b1b278 · outbound

This paper cites What happened?.

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code What happened?

Reference 42

Resolution
malformed identifier
arxiv_id_nonexistent, observed 2026-08-16T10:07:01.670302Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.951876Z digest=sha256:144be136cbd1d4a7392e20f4626bea5e51b2f461419619b95e62dc4c092803b7

Observation c9df7482-4fdd-4d0e-bc15-ee7274f83bf9 · outbound

This paper cites InFindings of the Association for Computational Linguistics: ACL 2024, Lun-Wei Ku, Andre Martins, and Vivek Srikumar (Eds.).

"I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code InFindings of the Association for Computational Linguistics: ACL 2024, Lun-Wei Ku, Andre Martins, and Vivek Srikumar (Eds.)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:07:04.341907Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T10:07:00.920176Z digest=sha256:7998fabdc2f03a94b1ffe8a2957fc1e75ac4375244d78995bd0d1eacb53c9088

Pith citing papers

Observation 96b7b032-3dc7-46e1-8c28-045c4bddcadf · inbound

System-driven Interactive Design Support for Cloud Architecture: A Qualitative User Experience Study with Novice Engineers cites this paper.

System-driven Interactive Design Support for Cloud Architecture: A Qualitative User Experience Study with Novice Engineers "I Would Have Written My Code Differently'': Beginners Struggle to Understand LLM-Generated Code

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-15T17:24:45.812622Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T17:24:45.710943Z digest=sha256:48512bb74d4c0541a855c15b08c5262fcb0a44c94480f9c5a92319b4b3f42094