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Paper Citation Record · LEDGER

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation

As of 21 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2506.14649.

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

pith.paper-citation-record.v1
2506.14649 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:54:55.751791Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

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

measured 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

64 of 64 outbound references displayed

  • verified exact3
  • verified fuzzy35
  • unresolved25
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a60ffebb-b5b1-4724-b2cf-0219f397d0e5 · outbound

This paper cites MESIA: Understanding and Leveraging Supplementary Nature of Method-level Comments for Automatic Comment Generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation MESIA: Understanding and Leveraging Supplementary Nature of Method-level Comments for Automatic Comment Generation

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:54:55.859826Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.513863Z digest=sha256:5b7133e40956d23ae2ec70cd215ad2b00b4c7bd6b2861d727e5f3fbf5c4d6f6a

Observation 383fe11d-85fc-4e78-b114-600e228c37ea · outbound

This paper cites Practitioners’ expectations on automated code comment generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Practitioners’ expectations on automated code comment generation

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.223054Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.517317Z digest=sha256:64bf1c421ca1629844a429af9f53ddee2123b21dc14bd4eafc4cd4cd881bec7b

Observation 7c2ba254-7d2a-475e-8fc4-338185836b3e · outbound

This paper cites Comments should describe things that aren’t obvious from the code.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Comments should describe things that aren’t obvious from the code

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.215864Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.519961Z digest=sha256:e7367d04d3df66eda515671c5fc3898da511de6137ee9cb7eab13cd903a81899

Observation 2995036b-75b7-4254-8d04-1a33bc165aeb · outbound

This paper cites de Souza, Nicolas Anquetil, and Káthia M.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation de Souza, Nicolas Anquetil, and Káthia M

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.208832Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.522624Z digest=sha256:addc0c1fb79a14bc10e3212b934b4f375e210dd8d87454d305186bfa7b346874

Observation 1a93c0cb-d984-4ac5-a20d-d84c0873893d · outbound

This paper cites A doc2vec-based assessment of comments and its application to change- prone method analysis.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A doc2vec-based assessment of comments and its application to change- prone method analysis

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.201764Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.526173Z digest=sha256:23e5ea831abe089486b908bdecb17692145d67b7f098c4ca0f2b6636711bdee5

Observation 993cb999-6130-4486-90a5-6e6974a5b3f7 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:56.194928Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.528918Z digest=sha256:88fc13bb0243c261747a280069102ff631c590f305d46daeb2bab4390057c5e1

Observation c14bbef1-0094-4874-ba80-c29d1791de19 · outbound

This paper cites Sum- marizing source code using a neural attention model.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Sum- marizing source code using a neural attention model

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.187993Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.531693Z digest=sha256:e332f673babe35a61261366e05f9cb5985b27394f396881c866204defcda6ada

Observation f886e89b-8907-417b-92a4-3f8205e6cc46 · outbound

This paper cites Deep code comment generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Deep code comment generation

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.180737Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.534432Z digest=sha256:55a01508e49a9a108e47ca2c2c2f2c62a3e24af320586276d414f1aee386e565

Observation 21ad86ad-1664-485e-b94a-99ac1480be9c · outbound

This paper cites A Transformer-based Approach for Source Code Summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A Transformer-based Approach for Source Code Summarization

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.537464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.537464Z digest=sha256:10ce64dc6868f371a535a63f5ca1c9a74d5ed01a408daa80305fb73a5459d9a4

Observation 2268e9f1-0973-4767-8d9b-78e5453a5729 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:56.173690Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.540368Z digest=sha256:392b1aa91f4428c75273d5cb3d05ffda4c9b9211b38dc9006bf2410b8fae4eee

Observation 8fb76988-61bd-4071-851e-2b99f5c8a05c · outbound

This paper cites Retrieval- based neural source code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Retrieval- based neural source code summarization

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.166543Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.542865Z digest=sha256:7e2dc322795208a92b7d8832bc148ddc1a1b45dd09ec8cdecb94d3f0cbe774ad

Observation b64216ef-7d09-4970-83f6-f6ffbf8459c2 · outbound

This paper cites Association for Computing Machinery, New York, NY, USA, 2020.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Association for Computing Machinery, New York, NY, USA, 2020

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.157691Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.545580Z digest=sha256:f252355cfaa8c431de036ab167af352974bd47200d355ca08988f8c609a5fc56

Observation b57c13df-71a4-43c0-808d-229316184e3d · outbound

This paper cites Ast- transformer: Encoding abstract syntax trees efficiently for code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Ast- transformer: Encoding abstract syntax trees efficiently for code summarization

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.149481Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.549281Z digest=sha256:c70211676152dc782bd405c935bf5fd5ba159dae748258be11e1cc690c2154fb

Observation d085ac86-31bb-47fb-ba14-1b33dbdaffff · outbound

This paper cites Editsum: A retrieve- and-edit framework for source code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Editsum: A retrieve- and-edit framework for source code summarization

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.141504Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.551713Z digest=sha256:39891ddbf37a4e0c39b8cc0ddba0ba6c99c4728412479f0a6a264b7769fdafcf

Observation 6b6de926-cdfc-462a-b351-626dc1f61656 · outbound

This paper cites A neural model for gener- ating natural language summaries of program subroutines.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A neural model for gener- ating natural language summaries of program subroutines

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.133849Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.554815Z digest=sha256:ed7c5e0f198dabc3ebc3b9a97dfd07922b316908888daa74332d1bfeb65c359f

Observation b767d306-dddd-4ad8-abab-2461f43838fd · outbound

This paper cites Improving retrieval-augmented code comment generation by retrieving for generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Improving retrieval-augmented code comment generation by retrieving for generation

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.126532Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.557351Z digest=sha256:a704ea22729b771c07fb30b32bc140413ef183557ffc8d0fca8c530c77317c59

Observation 81f1754b-d5d9-4286-82aa-2ee4b01b86ca · outbound

This paper cites Automatic code documentation generation using gpt-3.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Automatic code documentation generation using gpt-3

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.117702Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.560637Z digest=sha256:b49fdce4c5762de6b295d501faeefa07a40f8ecf43b33b08364d8d0bdb008cac

Observation 623b0ddf-186f-487f-8956-b0d7932387bf · outbound

This paper cites Automatic Code Summarization via ChatGPT: How Far Are We?.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Automatic Code Summarization via ChatGPT: How Far Are We?

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.563659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.563659Z digest=sha256:9a70eb80d3da7d6bb699ae65e86743fa19fd15677badac84f36973b3b04c6ee2

Observation e6877fbe-fef7-4305-bbec-50c445df47ea · outbound

This paper cites Few-shot training llms for project- specific code-summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Few-shot training llms for project- specific code-summarization

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.109854Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.567589Z digest=sha256:f6ae6460c71679d8a1e46548a6e01114dc8587df4678901353f7ce7d6cbfd932

Observation ff573474-4f6d-4aa8-96d7-8bbb529cdc9e · outbound

This paper cites Large language models are few-shot summa- rizers: Multi-intent comment generation via in-context learning.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Large language models are few-shot summa- rizers: Multi-intent comment generation via in-context learning

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.097368Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.639411Z digest=sha256:9efb848ed10838a07950943ed9ee0939df989b1d4c12d4d79976aaf62b6367ab

Observation 8a3d2d06-3c46-4f85-8145-2e6e6512563d · outbound

This paper cites Auto- matic semantic augmentation of language model prompts (for code summariza- tion).

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Auto- matic semantic augmentation of language model prompts (for code summariza- tion)

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.090274Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.642363Z digest=sha256:99b8b1c5808f5ef9804144fd1c7537949f5b60653f0fe5022195a93ed525e4a3

Observation 16385e93-837b-42c8-9769-d9d8bb30f0f9 · outbound

This paper cites Rethinking- based code summarization with chain of comments.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Rethinking- based code summarization with chain of comments

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.082264Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.644924Z digest=sha256:5765a94baf0ba16174aeb8dad076aed46d86039900ac26a9c688dae5efa3398d

Observation 75d6595f-737b-4347-a142-191bae799bff · outbound

This paper cites Nikolenko.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Nikolenko

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.073584Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.647338Z digest=sha256:c47bb641a990a6d009b350e9018a1dc894215b5709f2d36bfa745ad9b1acf164

Observation 21d0f14c-5b01-441d-954c-f80232ae57be · outbound

This paper cites Summarization is (Almost) Dead.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Summarization is (Almost) Dead

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.649828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.649828Z digest=sha256:e068d722ea9174416abb4bc80b7a40728b5c38193bde7cd5cb602e5cb8dfb4b3

Observation cc39e1e7-48f8-43f2-943c-ee868418585a · outbound

This paper cites Beyond literal meaning: Uncover and explain implicit knowledge in code through wikipedia- based concept linking.IEEE Transactions on Software Engineering, 49(5):3226–3240, 2023.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Beyond literal meaning: Uncover and explain implicit knowledge in code through wikipedia- based concept linking.IEEE Transactions on Software Engineering, 49(5):3226–3240, 2023

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.064745Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.652548Z digest=sha256:3fdd9968aee8a9ef5af2f52273ff5c61bfad91dfed1161c5024eb25a67fd3255

Observation c91cb266-da67-413a-bdcf-d827c8fcd6dc · outbound

This paper cites Arya, Wenting Wang, Jin L.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Arya, Wenting Wang, Jin L

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.055422Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.655044Z digest=sha256:6d89f4f5587609e6f8691f26c00bc37d3706ed57aba82efb2da37e61d6c5128b

Observation f8475027-c90c-46d4-a275-25119018ee0f · outbound

This paper cites Understanding code fragments with issue reports.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Understanding code fragments with issue reports

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.048178Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.657543Z digest=sha256:4aa11190b2220cd0c0fc0bfc8b86793c32d69328715eb2f3b704742a7b567515

Observation 982fb197-c771-4095-adb2-a3109ee443a5 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.659994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.659994Z digest=sha256:6e48c5623f4a6513d8d00ad4341c48f4a25a282638d8166dc24030e8362e7b71

Observation fc86858b-8bff-46b0-81c3-ebac2fe9d881 · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.662792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.662792Z digest=sha256:7b9689151aa6981eb4273165cf3aa31a3ef1d2348645d06dee93316d061c8c08

Observation 0df26004-0aa8-48f4-b472-db9c1b1fbf36 · outbound

This paper cites A large-scale empirical study on code-comment inconsistencies.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A large-scale empirical study on code-comment inconsistencies

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.040771Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.665600Z digest=sha256:5c612d8732d5d1ef08dcf64b770f962b7f736d7a7b4ab7f1b26ce14512be06aa

Observation fdb26020-507c-4a9c-839b-71db2be1b06b · outbound

This paper cites Internetware 2025, June 20-22, 2025, Trondheim, Norway Yanzhen Zou, Xianlin Zhao, Xinglu Pan, and Bing Xie.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Internetware 2025, June 20-22, 2025, Trondheim, Norway Yanzhen Zou, Xianlin Zhao, Xinglu Pan, and Bing Xie

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.033478Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.668029Z digest=sha256:d59e920d404d5329789562030bbc64a9649612eecb62dda42517a947677dc41c

Observation 357ea32f-e091-460d-b1c8-fd70062092b8 · outbound

This paper cites Robillard.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Robillard

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.026368Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.670368Z digest=sha256:7d648e0bfe226d7d5285069c091fec800c9774df4fb0c92d1251cedae486d69c

Observation 4fc5c6e2-c500-4305-81b7-6b64f2d13740 · outbound

This paper cites Why my code summarization model does not work: Code comment improvement with category prediction.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Why my code summarization model does not work: Code comment improvement with category prediction

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:56.019601Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.672725Z digest=sha256:5bf4d6a9b890c29c8eca7b704b5f5d43bcb5314030b73e55d1ca8bb541b70f09

Observation 56040610-5246-4a08-9eb8-3fb96a0b8a82 · outbound

This paper cites Developer-Intent Driven Code Comment Generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Developer-Intent Driven Code Comment Generation

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:54:55.821795Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.675126Z digest=sha256:53dfb0eea113cf85866532698a2ab30277c6c7efc0221eb2c657a5401949ee27

Observation 107a6d1d-56bf-4feb-90a8-45b4e39b1935 · outbound

This paper cites Large Language Models are Few-Shot Summarizers: Multi-Intent Comment Generation via In-Context Learning.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Large Language Models are Few-Shot Summarizers: Multi-Intent Comment Generation via In-Context Learning

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.677911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.677911Z digest=sha256:4e659bbc23836e3b944abec9c6eb4c2ba0b26a0941a67196661d30fe78606043

Observation 1a0c2c8c-ccd3-4305-a39b-c6d8a4b661cc · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:56.012372Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.681347Z digest=sha256:890fe9deae1b28f04555052f9fe7ad9d4111b8f6353d5186af390e25aac1a69c

Observation bc5174a7-91f8-4a00-bb02-91d80c6aecda · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:56.004511Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.683977Z digest=sha256:dc68bd3ce3807ed7e0ac283f50a21b70efd15ecb3ecb999d18b3a306ee036da1

Observation 8b9b6b7e-991c-4e1f-b7a8-a2573b694fa2 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:55.997640Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.686539Z digest=sha256:42b277be11615ab7ad0e25634a3ac3f67ff389a25c40f1252662aa580f0a4873

Observation c901df9b-2a3f-4808-9067-8ec5ce5b7f11 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:55.990371Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.689289Z digest=sha256:3ccafa53ae250cdb084ee7502590c0acf892d8d978239945a179f17f733cc656

Observation 3e3da523-89f6-4c83-9e8a-9556d33f2c73 · outbound

This paper cites Evaluating code summarization techniques: A new metric and an empiri- cal characterization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Evaluating code summarization techniques: A new metric and an empiri- cal characterization

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.983406Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.691619Z digest=sha256:45bffc99c021ac26757658c97bba7ff1b7192192833c016947b39a3a0480557a

Observation e2893137-3478-461a-8b57-d1e45a792f90 · outbound

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

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.694175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.694175Z digest=sha256:85aa8f92609fe87f78ba20d87fa4faed47e68af8e1f36b25a0c749bac1daca69

Observation 2a1e318a-0642-4dc5-8e1d-356b818e97e6 · outbound

This paper cites Semantic similarity metrics for evaluating source code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Semantic similarity metrics for evaluating source code summarization

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.976177Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.696917Z digest=sha256:117fb229fabdc6db27a4b5ca1e88c9a7d8da5ef5ab9bfca895e3b430d95c6b98

Observation 04c22fed-bf62-481f-a517-aa89e907e9b3 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:55.968127Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.699432Z digest=sha256:ed15945a603d31979656f9e58f0b054913a20bcc7f040a27a02cfb9f74732246

Observation 2ee21e52-f9bc-46ca-b854-aac38496bdf1 · outbound

This paper cites CodeBERT: A pre-trained model for programming and natural languages.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation CodeBERT: A pre-trained model for programming and natural languages

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.960554Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.701753Z digest=sha256:bed1c15c459fe6811221af3786b246dcac42301a4bbb8352aaa1c04c946c4c48

Observation 157c4f5e-17f5-4393-822c-496233c8569a · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:55.953288Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.704229Z digest=sha256:87c3668ee2144860253ec8ce3d215f550dd71f4f8d750b08819f1ea037fb90fd

Observation 7cb75286-ff51-4486-957a-621c64026d6b · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:55.946282Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.706702Z digest=sha256:ef10d36f9ebf6bf7b7ce167481593f079f3d0ca0c5ffa0b2a4adaa4d12508005

Observation 13c907ed-7249-425c-b1db-ffe58754d25b · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:55.939311Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.709012Z digest=sha256:bd2f1544c6aa780aa11d62024c0359a8b2ab7da71b9aa23b6c2238095351a39f

Observation 458cf394-3fbd-4700-8bcb-5a8c9b5f2082 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:54:55.931299Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.711439Z digest=sha256:f938bfb472c3826e21065195e5f64ddcafee5a6c2a80af1763b14aa2e3da0127

Observation fc40e29a-ff4f-4b37-bf38-8c801c824f1c · outbound

This paper cites Deepseek-v3 technical report, 2024.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Deepseek-v3 technical report, 2024

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.714598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.714598Z digest=sha256:ea9269ba3518e612ff158b6dd16da88063413bcaad799d2d048057d8351869b5

Observation fa1243d8-0dd0-4c87-91b4-24a55f746e95 · outbound

This paper cites On the evaluation of neural code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation On the evaluation of neural code summarization

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.920534Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.717087Z digest=sha256:9e49e02bf35d69a1ec266176d457420638ca3ca2e0c7b9b8581b11f8310dbba5

Observation c4ceb9e9-0ace-4a9b-8833-9a48b6cbabd8 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Bleu: a method for automatic evaluation of machine translation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.719700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.719700Z digest=sha256:53ca8e45cf11eab79653ef9851ce8ffd2318ff48942bbd2691fbb600b720a562

Observation 6bd6ec4a-2d93-4b15-8bff-a2804792981c · outbound

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

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Can Large Language Models Serve as Evaluators for Code Summarization?

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.722155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.722155Z digest=sha256:454e00567a2179e0ed855cc49bcbbe47ab0a942db3f7527a5612ea8e0e37b733

Observation 432b2aed-f548-4cf5-93b6-292af5efbd3e · outbound

This paper cites Human-like Summarization Evaluation with ChatGPT.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Human-like Summarization Evaluation with ChatGPT

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.724779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.724779Z digest=sha256:22d998a5e1c8676beb7a0f26e61e67cd63401d6fa9242a1b27b05c7caa961e36

Observation 11e0927c-b615-42a0-96f3-4c68233900f5 · outbound

This paper cites Source Code Summarization in the Era of Large Language Models.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Source Code Summarization in the Era of Large Language Models

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.727439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.727439Z digest=sha256:b7cc4106d05f33bba7827143bb854c6d11fcc26c9e3d5f9839e7d3a488f58096

Observation 925cfa8d-6220-4b59-aa2e-8c244dac857c · outbound

This paper cites Murphy, and Gabriel Murray.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Murphy, and Gabriel Murray

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.909456Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.730434Z digest=sha256:f87acc3d5f6d95989d813f057acaa8b3d0e636e9114041de3c2680691e27976e

Observation 49df4d12-1b02-47ae-9b5e-b1af15b1d1dc · outbound

This paper cites SUMMIT: Scaffolding OSS Issue Discussion Through Summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation SUMMIT: Scaffolding OSS Issue Discussion Through Summarization

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:54:55.783583Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.732871Z digest=sha256:a3b7f54a95155c26de1a7faef7a53fe13770faebe37b9a6aedcb7e1b1775a9f4

Observation 9f5951fb-cfb3-44e3-95b8-ec8a7be1ad34 · outbound

This paper cites Kumar, P.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Kumar, P

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.901326Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.735429Z digest=sha256:8eb85dea536b3f4aa1bb899797814303b95a863085cbb43f81555065f1d52503

Observation 374cacdc-12f1-422a-bcd7-004ab2b13299 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 59

Resolution
parse uncertain
no resolver link, observed 2026-08-15T19:54:55.738150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.738150Z digest=sha256:a8f9997bb96aec9c9c1d2d228c3db8491db9b5e2a3522fa5c4c7928d5fc0d41e

Observation 7f483dcd-2c59-4de2-838f-6135c2d448ab · outbound

This paper cites Mining source code descriptions from developer commu- nications.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Mining source code descriptions from developer commu- nications

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.890419Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.740630Z digest=sha256:e5175929a9628cf75cfcf02e91987c47273a78ad7f358c3ae917bed1ae5d0cc3

Observation 8be8e35a-6e6d-4441-8a63-2eebc32e087b · outbound

This paper cites LLatrieval: LLM-verified retrieval for verifiable generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation LLatrieval: LLM-verified retrieval for verifiable generation

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.883006Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.743005Z digest=sha256:66f1dd75043622a7fd8857da9e650972a8b54593dbda34b961ceaacdaba778d1

Observation 2d9c06ce-5f20-4324-8315-5a51d40deb28 · outbound

This paper cites Towards verifiable text generation with evolving memory and self-reflection.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Towards verifiable text generation with evolving memory and self-reflection

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.875286Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.745463Z digest=sha256:23ad67934d906e3d2ba8862ae1671dd22f9a9bdbda8aa679addbe5daba8ac8b4

Observation 378f6225-5fe5-4834-b850-4c18bed187ef · outbound

This paper cites Towards Verifiable Text Generation with Symbolic References.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Towards Verifiable Text Generation with Symbolic References

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.747892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.747892Z digest=sha256:3cb1479119502b850a40ebb45990cf5a3e4db2cf75236847bb8fd58c1fddc301

Observation ecb9a86a-e262-4d24-a401-488988515191 · outbound

This paper cites Verifiable generation with subsentence-level fine- grained citations.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Verifiable generation with subsentence-level fine- grained citations

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:54:55.867842Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T19:54:55.751791Z digest=sha256:9438d2c65710c3e2c69749e151c46f4d446c497fd420cbb9a40d445773d7a5f2

Observation 7a5878f2-2544-4303-b754-56d36d85aab5 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-15T19:54:55.635290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:54:55.635290Z digest=sha256:f38df083311fc414405df97246dedab4d765cf87323f676bed7bb8fdb62fabb3

Pith citing papers

No inbound Pith citation observations are available.