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Paper Citation Record · LEDGER

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding

As of 18 August 2026, this Paper Citation Record lists 88 of 88 outbound references and 0 inbound Pith citation observations for arXiv:2504.19459.

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

pith.paper-citation-record.v1
2504.19459 v1

Coverage vector

measured 88 of 88 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:56:23.808635Z

measured 88 of 88 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

88 of 88 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved86
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0be888a1-dd32-4758-a3d6-c4f79ed87e9f · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.438518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.438518Z digest=sha256:fccb60825e9c618160e653a727b3d364e3d5eb66970ebf6cb73f07c440e43608

Observation 267e80d7-4c8c-4d61-bdc3-01cb4804af48 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.448556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.448556Z digest=sha256:d15033a56f96b2af18dab96c9d782d6b897d729a0458bb8023d2cd566a3cca3e

Observation 5c193859-6e7b-4a6a-ad54-29dd1aae3c33 · outbound

This paper cites Can LLMs Replace Manual Annotation of Software Engineering Artifacts?.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Can LLMs Replace Manual Annotation of Software Engineering Artifacts?

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.452926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.452926Z digest=sha256:263b5e563c4893a4c2763f72a94455a9964125294662f5a0b91eb3359d627d22

Observation edf29afc-f97f-43e4-b8bd-70e0c08ba6ea · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.457535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.457535Z digest=sha256:6e3812312bab495d7a254e31145a17aa1f9037121c6aef409e5533c4956c6639

Observation 98c07b08-ec10-4c14-a93a-4599a0fd8203 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.461677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.461677Z digest=sha256:fb35604c54cd6c2bbcbfc2c786f486486b51628e375b78c265671937d635f394

Observation a0ddd939-6c18-473b-9753-e785275e39a8 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.465924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.465924Z digest=sha256:7522cd4aee205c91ea6f2f75de5f186659f4b33f028f3bbebb9cb026c15f2523

Observation 66be6683-ebf0-4e42-91dd-b13f10b47d51 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 7

Resolution
verified exact
doi, observed 2026-08-16T05:56:23.844146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.470406Z digest=sha256:a317d15c458d438058b2aa46bcfa2f91948c457a6dfdf968dcdb5e3325c48d0f

Observation ec43af58-d8df-4162-a16f-16248254001f · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.474841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.474841Z digest=sha256:8e544fe8731e8a8bd7d274932ef4cc2d21e951a2d27ba151ff243e05e3e02511

Observation f2fff68b-93c2-497f-9333-da749fd5af6f · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.479015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.479015Z digest=sha256:051459c00ececcaeb28d557dd6dd26df4f76dfab79b610256db0bb3236cf98ae

Observation 3f085255-e85b-4df7-9c4d-ad13b5e7be93 · outbound

This paper cites Universal Sentence Encoder.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Universal Sentence Encoder

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.483415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.483415Z digest=sha256:1bbf95f614f4c5d08577fa5a5ce830d640e95ab840ad6cc15d5de774eb4b2a80

Observation 603dc3bd-96e0-4100-bc8e-0ffa1a29243f · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Evaluating Large Language Models Trained on Code

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.487925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.487925Z digest=sha256:daf1974e93b8187f0926fbebf4209dd63c9065d042c6d49ed74de8193aeb20e2

Observation e1ad700f-ab58-4108-8973-911621d385d5 · outbound

This paper cites Supervised Learning of Universal Sentence Representations from Natural Language Inference Data.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Supervised Learning of Universal Sentence Representations from Natural Language Inference Data

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.492032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.492032Z digest=sha256:8eafc3b1b9832c99d048d46d2dbf74472aedfaa215b3fba73dc60275e69b0b4e

Observation 1292689c-a36c-4692-b425-d861e4fbfb17 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.496261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.496261Z digest=sha256:de049a71f5d6fbb998a4d2d8532711672dd6781b76d5da6ef151b65265c447d2

Observation eef39847-769e-4bae-924a-a0b453f441fb · outbound

This paper cites A Survey on In-context Learning.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding A Survey on In-context Learning

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.500319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.500319Z digest=sha256:a56c13e3b42f66a65bbedfa6ee8b964f1f3f8dfcd24d25e360d0fabbf313ab9c

Observation eac6cb55-9849-4779-a348-0e6dc3a75810 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.801930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.504556Z digest=sha256:531915062d0ea720a97e5d8653428f5a4bcb720a95118983b7a9e50ee42bcbca

Observation 5ef3dcdb-5d49-46f1-894f-f13bd064c860 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.508624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.508624Z digest=sha256:b3341fc087c4375dc6ea2140ab97dbfe40bb14b26ad7c11ac8d6a75dc82415f5

Observation df500399-8977-4540-9d51-65b5c5b0ff7b · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.788761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.512700Z digest=sha256:0074cf552af080b762fc125bb698cce97ffc631543a81ad8347275037c13f59c

Observation df354b5c-5041-4f6c-aa9f-a3cfc4e32ad6 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.775927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.516872Z digest=sha256:7f3d1bf0d953b6a5a110e04199dfbebda2d59810a00bfa2e03d09e0c31bc73f1

Observation c4fe657d-0a08-44d3-8768-f219cb081fe1 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.762726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.520800Z digest=sha256:d3af2c6dea3c8bdcd39415ba215c28ad148aa83e9ad642882696c04f790b9738

Observation 6b713bf2-b74e-4e0f-9cda-ac02f97a8435 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.524677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.524677Z digest=sha256:e5fe49fcac57d70450cf2a1479545149d31a729633da9e697691811a28edd91b

Observation d6171bf6-dda6-4a60-acaa-815bf0bca808 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.740332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.528938Z digest=sha256:9fb867b4f44e8141f244458a903b560151f49ba42c28e8964ac16846074217b8

Observation 56e920d6-535b-4b44-9abe-05d19f69baa1 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.533007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.533007Z digest=sha256:aa3774232a6c68d411a15420fc5887a17b675465a2789e4e7d84a9a0d5210c1c

Observation d9735b79-430c-4a58-bee9-4c8498594984 · outbound

This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.537204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.537204Z digest=sha256:173f24ba53c88a64974713faf0dec3b42cfd12c4a88fda72fddfc6d7433f3c73

Observation 3107b1ae-eed2-4dd2-b239-1ffba5319979 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.718303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.541278Z digest=sha256:28d8da3969d1f11218eab54332236b2bcf8be11cb0ede76de8999184ab366b62

Observation 5a0f8da7-bdcc-4a40-912f-1c0316390174 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.705290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.545331Z digest=sha256:ec169e20ae3924ba4097af96dc73ddf4000b362a93f34ade3d493f751338d6fc

Observation abec669e-677f-4790-acd5-7845062d2d23 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.692147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.549712Z digest=sha256:6a3c7d69d6b6300c6c8b960afa545175683d05891f9bc276693c55a1e89e3a5b

Observation 3b7341b8-00da-4ef1-8cdb-db62c134c01e · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.678697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 91a50269-9089-4a4e-a599-98a2c462e70e · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.557492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.557492Z digest=sha256:aa28d72c511a2df4e3fdeb14cda62b2e780398e4b0ddde16d402b19afbe564ce

Observation 751a7695-438a-4db7-807c-079be0713c1e · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.561480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.561480Z digest=sha256:309ca00ea68c1c3921f11dfa532b04aedfead74c6559c2e4f869389f43425653

Observation aa58f601-6f08-47bc-b2b3-cd583c35c701 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.648191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.565233Z digest=sha256:6116462d8761ceaca2984cb7a5280eae0734718ed2338a9f4fe11adb7f12e3d9

Observation 92f10961-c884-4716-83fa-574ae8acf9b0 · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.569292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.569292Z digest=sha256:2b9526d3e0307354b6f2d6128976dd38f85bb31399ad00325c381e7ef17ecdb3

Observation b13a0a4e-c8c1-41c0-a4ff-46bdf9c647f1 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 32

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unresolved
no resolver link, observed 2026-08-16T05:56:23.573410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.573410Z digest=sha256:b9b3200cd68fbfddb7414f6864b6841c02bf4b105be478de4caf83155f26d1c0

Observation bd61db46-238a-4d89-a5ef-1aa15d09de8e · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.577289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.577289Z digest=sha256:fbf36f235694828c39cfa851027c99f174fbff6ad1d9d78449825a87ff9bc3e8

Observation d8d288ce-aa87-4401-93d2-d27ffe78f5b6 · outbound

This paper cites Using LLMs in Software Requirements Specifications: An Empirical Evaluation.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Using LLMs in Software Requirements Specifications: An Empirical Evaluation

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.581619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.581619Z digest=sha256:1128266288b83babba56e26b7653f38c41bdab4f775c123f584b79c3c74bef0e

Observation 99c580f2-fe96-45c1-a6b9-f4881469fa2b · outbound

This paper cites LLMs as Evaluators: A Novel Approach to Evaluate Bug Report Summarization.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding LLMs as Evaluators: A Novel Approach to Evaluate Bug Report Summarization

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.585999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.585999Z digest=sha256:6bd179e5af55c4197bf1a4935f82bfa7c8f3bf41a6980d5b702e19012f93e73b

Observation 05b82d95-40c5-48de-a38d-957504dbef38 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.617820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.590309Z digest=sha256:309e47a6fe8870cebd445b0b622eb77a09711898f369df83ebe8a7220f41fa34

Observation e3fa0489-234d-4470-adea-87c93931f8a8 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.594353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.594353Z digest=sha256:cc9895f09014a3a32dd43003bb73b2e6cd853b94269b94e01cbcd91d50793015

Observation c2656aed-74a1-4f5e-92c2-a38bf9f97336 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.598661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.598661Z digest=sha256:de0fc1a5a8e6e34f5885d5315ac00ed8185ec21a351b9d1ed5d27d411b3a22c4

Observation 6a0cfa38-fe93-45bb-ab27-951fdc08974a · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.587640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.602496Z digest=sha256:00ef34de58dbf978df0848123a3fa44622e967159f15e4d52c89368d0e8592d3

Observation cd0098d5-dee0-4a61-9e9b-c41bad5e37c3 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.606323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.606323Z digest=sha256:e2142072cc88e49042a1c18effc821ff37385188bd6190ed448d4b176f4ec7a2

Observation c9651758-ca48-45b0-a040-fc4d5e8fc1bb · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.565147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.610513Z digest=sha256:a69900877c6d67493582803e83a0f66e717180697fb0fa7b58f0a35e12c75800

Observation c9b10304-b750-46f4-85b1-cae44deac5aa · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.550275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.615005Z digest=sha256:1538696c9db9b6d6fffb0db9f5af075eb1addf5d26a5b436cf1bc166118e2817

Observation b67b5423-e5c8-4a9b-b545-e9c29497baea · outbound

This paper cites LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.618873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.618873Z digest=sha256:0ce30f439d3e41fdc0a265193052dcb83b437dc23721bc551ef43276bbdb5389

Observation 08e2063b-586c-4567-a8a7-07b380492cef · outbound

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

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.623002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.623002Z digest=sha256:d0bd9eb0184d06dcc5a0f2a163616129422b23a690e747e63d5c0f44ab1d99bd

Observation 82885653-10d7-45d1-95a7-bd6d771a6b9f · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.536828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.627375Z digest=sha256:5e243c46ec12c609b403ef83f1fb8ef7d08ac2f2b227c08439667ea19859829e

Observation f472ef21-dd26-4cfc-9b51-373d217cca03 · outbound

This paper cites Effective Approaches to Attention-based Neural Machine Translation.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Effective Approaches to Attention-based Neural Machine Translation

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.631652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.631652Z digest=sha256:37ee481684d7b1a668aff5a57ea07fa126532dbd372793f897d09cfcd7c4f5a4

Observation 0c3b96bc-4273-4df8-ba94-6a111898830d · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.636101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.636101Z digest=sha256:b24d75968a4d35283a191f30edb2748304e39b2b0395b5a5aad389972f5f2ac7

Observation 00db2a9f-1609-4ba4-a31e-9889be2f69e0 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.640718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.640718Z digest=sha256:15aafcc4c17f25fc4c2f27623bbb341a09274a44dfd9fb9ea33b91e77557bc56

Observation 5b8953d9-0b16-4f34-a90b-5cf7cbc2fe2d · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.507199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.644863Z digest=sha256:5eab9ca083c1daf16750fe9db89b557fa5885c90e86ae46e193661a783590e3e

Observation 04a375f7-6f6e-473d-9e4b-14145ccc52e0 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.493987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.649769Z digest=sha256:46f297d120323caa720fd0fb14b1fc4f93b981df89e9e10fb22a3e450730fcaf

Observation 24b35a28-3fb8-4cbd-a600-eb11e5036f75 · outbound

This paper cites 1989.Introduction to the practice of statistics.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding 1989.Introduction to the practice of statistics

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:56:24.481182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.654374Z digest=sha256:cc10c4193a83e0a99d90c485d21e298017ea9f446622bd98685bc248542fef39

Observation 960f473a-e4e9-4a6f-964c-b5cadd2cb903 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.468472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.658405Z digest=sha256:971afef2be6f65eceb0a7573005d18a20fad3119f0a511eab7b8212fc6e737f2

Observation 4c83bd08-1d21-4082-b05e-ac1c531cde26 · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.662456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.662456Z digest=sha256:1002d0f617921e00b209f5d0a75bde4058dfb2eb3d5dbe97f44208eafca36ad0

Observation b519e547-cd5c-44ce-95b6-446d076111b8 · outbound

This paper cites An Empirical Study of the Non-determinism of ChatGPT in Code Generation.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding An Empirical Study of the Non-determinism of ChatGPT in Code Generation

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.666478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.666478Z digest=sha256:9d7ccce01e3d2e7ba6fd3dcc5d6fa9c47a088cf7fc2593cae6cc79c0dd9f0f89

Observation 03240e4c-7497-480c-98ee-81ee74970559 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.670584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.670584Z digest=sha256:9617b104b0938cee139320ac889ccc61973993546fd4c91cfae2214ade61d4a4

Observation a4ab426c-ce51-41f0-a64e-6854d17023b9 · outbound

This paper cites Reasoning with Language Model Prompting: A Survey.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Reasoning with Language Model Prompting: A Survey

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.674718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.674718Z digest=sha256:e0216d5a6e496c56512bb7b8ee7c569c4de68e2a06c29529329c08033c7ce029

Observation d54eedb2-b7d2-471e-8b71-81bac8ce847f · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.679032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.679032Z digest=sha256:a57136f7018fd2d1b20426438d40fe92ae95568d1097afa94ca00fa67fee16e8

Observation 521b4336-2831-4237-babd-6287437e4e40 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.683353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.683353Z digest=sha256:8410e5f987725cded92488f6c26a682f81256bb908d429aaedda703ed9496616

Observation 3785f67f-48ed-408f-bb4a-dac5841d77af · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.439183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.687190Z digest=sha256:3878fdd0a3fb4b93a6812a0e9dc83534b6a2052b3729d78581552d954ef84c36

Observation 8d5ebdcd-094e-48c8-80ac-4e2109e653d3 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.425314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.691177Z digest=sha256:9ec54cb4c814178d473f96a88f3e1eb9c80afa8c47b1d7596696fcbffd39ad85

Observation 09b923e9-c880-4cbd-b7ee-b6955ac00386 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Code Llama: Open Foundation Models for Code

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.695404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.695404Z digest=sha256:cde19551184563f0c431d7152641ff729d45d9b98c7f4c39e466e8ad328aaa78

Observation a2a2162f-48be-4b46-b79d-bcf29da6deb0 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.699500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.699500Z digest=sha256:a42c814bb1235d8e17f2f5930d72f05a7be4dfa572e07c86f7c14a3d06b77f54

Observation 8537e31f-55c0-429d-8222-5c72540d2241 · outbound

This paper cites Language Models are Multilingual Chain-of-Thought Reasoners.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Language Models are Multilingual Chain-of-Thought Reasoners

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.703911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.703911Z digest=sha256:46e34142018f956890396aba11341d6735df82805d2d7051b36cd8216524372e

Observation 5e434dba-8ed5-4ab7-8286-e1559a5b1ad4 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.403960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.708296Z digest=sha256:2519f2ae5297e4847942d50c19e893d93088a73945fb1079353152e4a4d73761

Observation d2b32ff0-6d2b-415e-b031-64030ee11b66 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.712742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.712742Z digest=sha256:06877b6a7aea76933c75b4b34df65ea38ccfe3256e9bd098c564021d5f61f932

Observation 6e7ab0d2-61a4-40c1-a056-cd276f932b50 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.382143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.717176Z digest=sha256:1b000cc7f3b98fc608c52ccb0de21b0376ff305e6439e2d761c96e1cc7b8b1f7

Observation eed089c9-3afb-40a1-8676-ca7ec84f0bcd · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.368991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.721428Z digest=sha256:205f788a751743b0f1cdf7287e0b1a0bd13fd44bfcbdf19587e15ad801f1e837

Observation f02d9256-89b0-42db-a1eb-d9863ee8a8ac · outbound

This paper cites Sequence to Sequence Learning with Neural Networks.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Sequence to Sequence Learning with Neural Networks

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.725861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.725861Z digest=sha256:ca03ab68f4f9743c584487940546da1f9159533054173f0874bfc4123fc555a4

Observation 1f55dbd2-54bb-48be-af00-9723c3c34f95 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.355836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.730197Z digest=sha256:435ff8b3af711a21f2419eb094e54dc132ef950a8cb5b1d8c51d8dfc778b8d22

Observation bca10809-0148-4388-a051-91f5f46e822f · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.342350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T05:56:23.734221Z digest=sha256:9b95239fbd07feb94a794c423894cf515d8e9c3fadca0dee046f0adc691706bd

Observation a046e6c7-658e-4f0d-8353-24eb42fd4938 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.738199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.738199Z digest=sha256:07b146b75ea181a3646d98c25f7de8763091d1be89550253970d6cc323aa35b4

Observation fedad9a0-7da4-4d67-86ca-5e19f33e5cd8 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.742301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.742301Z digest=sha256:ae217ed18331e475d978344e1eb285a190b29fd9fb61737b013bcfed5b31957f

Observation 39483046-5773-4e8d-9255-7fbbe9b1a537 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.746268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.746268Z digest=sha256:54bf73d03c89bb36a9aa9a07bfb249d1234b8d4b1ed1ed1f7c64618e5d4ce4b6

Observation ae4932e1-c657-4302-97db-9b7df1eaa458 · outbound

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

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Is ChatGPT a Good NLG Evaluator? A Preliminary Study

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.750469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.750469Z digest=sha256:b2c36005db9a073f5b0716ecfaecfffcabcb6b1f42a447b8a3282dac428c5dcc

Observation 957bada8-4b4a-4293-b0f7-c3477f7ecdf6 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.754703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.754703Z digest=sha256:e2d424c918d780f172178dcd5f7097aa1e2a393f713a313a8658b890e533b925

Observation a66635fd-5767-4d49-87d8-ebc666dc2cc6 · outbound

This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.758761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.758761Z digest=sha256:c5ed34e497f6573e3e1de99140974f7f99cf99fe902159ab6f9ef471fddbea32

Observation 843b847b-839d-43c3-9def-e0abc8481a4a · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.763491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8e6076bb-663a-4e29-9465-9d9970f614b8 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.295410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation a7090e45-e69a-4c76-a8fd-435c63fa28b3 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.773196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.773196Z digest=sha256:f1afa400310458040b5512353166dddedcee95eac689b81772c6028cc1a1997d

Observation f1f4e884-eee8-4cba-9dce-f2de481eed05 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.274031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 0e6845cf-8bd7-4310-b6a8-9d2d244f04ae · outbound

This paper cites Can Large Language Models Serve as Evaluators for Code Summarization?.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Can Large Language Models Serve as Evaluators for Code Summarization?

Reference 81

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d0598c52-1163-44df-b4ba-72631138be82 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.260780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 6da8950e-6341-4c63-947c-a9a4f810c89d · outbound

This paper cites Conversational Automated Program Repair.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Conversational Automated Program Repair

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.790758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5aeb82df-3646-41b9-9df1-5d26e6ab8f15 · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.247827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 3bee465f-0d39-4dae-ac3a-75258cdbb63a · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 85

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.799652Z digest=sha256:6d93df347d2d13819f55dd20e00f158e342d45fe8a5a61c8ee5b72fb9328ff53

Observation 064c3422-55f6-4a8e-bad5-3e75fb8628ed · outbound

This paper cites an unresolved cited work.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:56:24.226254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 0200cf2e-2279-4ac8-98b2-680a81532118 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding BERTScore: Evaluating Text Generation with BERT

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.808635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.808635Z digest=sha256:5a7b7047e763f1ec08ae13abfa54abbd0fc22fa6cff5de532e291514957b28de

Observation 3d15b939-a100-4896-9f24-22b5e8b39caa · outbound

This paper cites Unified Pre-training for Program Understanding and Generation.

Do Automatic Comment Generation Techniques Fall Short? Exploring the Influence of Method Dependencies on Code Understanding Unified Pre-training for Program Understanding and Generation

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-16T05:56:23.443662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:56:23.443662Z digest=sha256:f6cd8d49ba03603cbd3100cc10e0ed62d1d510efaff06de73aeedb74daddf6a2

Pith citing papers

No inbound Pith citation observations are available.