Paper Citation Record · LEDGER

Intention is All You Need: Refining Your Code from Your Intention

As of 10 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2502.08172.

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

pith.paper-citation-record.v1
2502.08172 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T10:14:03.577598Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:03:34.266561Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T13:03:35.217142Z

Reference resolution

49 of 49 outbound references displayed

verified exact1
verified fuzzy21
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 20863c31-e286-4935-908a-8b657f8e2a03 · outbound

This paper cites Expectations, outcomes, and challenges of modern code review,.

Intention is All You Need: Refining Your Code from Your Intention Expectations, outcomes, and challenges of modern code review,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.341984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 653fff8f-3b16-4185-84a9-0d71cb43dd6a · outbound

This paper cites Convergent contemporary software peer review practices,.

Intention is All You Need: Refining Your Code from Your Intention Convergent contemporary software peer review practices,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.346301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a93a55b-ff7b-4422-9cd9-1002c4c86dfc · outbound

This paper cites A history of software inspections,.

Intention is All You Need: Refining Your Code from Your Intention A history of software inspections,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.121282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 837bd92f-021d-4ffd-a826-6bb14e0f99d1 · outbound

This paper cites The impact of code review coverage and code review participation on software quality: A case study of the qt, vtk, and itk projects,.

Intention is All You Need: Refining Your Code from Your Intention The impact of code review coverage and code review participation on software quality: A case study of the qt, vtk, and itk projects,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.112619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d65a4600-a909-4385-a667-65a34e9f818b · outbound

This paper cites Code review survey study,.

Intention is All You Need: Refining Your Code from Your Intention Code review survey study,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.103808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 491b9e7a-1970-4e96-b7e1-18d928ebcb36 · outbound

This paper cites Modern code review: a case study at google,.

Intention is All You Need: Refining Your Code from Your Intention Modern code review: a case study at google,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.359736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e9047d3-759a-49b6-8a98-57c2d80de81b · outbound

This paper cites Code reviews do not find bugs. how the current code review best practice slows us down,.

Intention is All You Need: Refining Your Code from Your Intention Code reviews do not find bugs. how the current code review best practice slows us down,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.089910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 266f72dd-7a43-46d0-86ca-820e15889b4f · outbound

This paper cites Four eyes are better than two: On the impact of code reviews on software quality,.

Intention is All You Need: Refining Your Code from Your Intention Four eyes are better than two: On the impact of code reviews on software quality,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.079281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d4770adf-9e41-4f7d-922d-7325a201de73 · outbound

This paper cites Impact of peer code review on peer impres- sion formation: A survey,.

Intention is All You Need: Refining Your Code from Your Intention Impact of peer code review on peer impres- sion formation: A survey,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.069050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a877f600-4d52-4b4e-9842-057f7338f3b9 · outbound

This paper cites Peer review on open-source software projects: Parameters, statistical models, and theory,.

Intention is All You Need: Refining Your Code from Your Intention Peer review on open-source software projects: Parameters, statistical models, and theory,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.060607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 17598e98-6887-4963-9e97-78148c9ec91f · outbound

This paper cites Characteristics of useful code reviews: An empirical study at microsoft,.

Intention is All You Need: Refining Your Code from Your Intention Characteristics of useful code reviews: An empirical study at microsoft,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.374913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc492474-67df-4be3-97fe-38596047f045 · outbound

This paper cites Mining the modern code review repositories: A dataset of people, process and product,.

Intention is All You Need: Refining Your Code from Your Intention Mining the modern code review repositories: A dataset of people, process and product,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.045186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 25b1c516-c643-42ad-8416-929e1b168990 · outbound

This paper cites On learning meaningful code changes via neural machine translation,.

Intention is All You Need: Refining Your Code from Your Intention On learning meaningful code changes via neural machine translation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.034063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a06d107c-b5cd-4c0e-9d88-09ac7c333886 · outbound

This paper cites Towards automating code review activities,.

Intention is All You Need: Refining Your Code from Your Intention Towards automating code review activities,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.400535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66039870-d235-4bea-97b1-0c665d241637 · outbound

This paper cites Using pre-trained models to boost code review automa- tion,.

Intention is All You Need: Refining Your Code from Your Intention Using pre-trained models to boost code review automa- tion,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.409639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd2dc6d8-3b6b-4469-9e47-bb16b00c252e · outbound

This paper cites Automating code review activities by large-scale pre-training,.

Intention is All You Need: Refining Your Code from Your Intention Automating code review activities by large-scale pre-training,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.412043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93fb23d2-ea54-42ba-9c9f-0a44e7f75e12 · outbound

This paper cites Exploring the potential of chatgpt in automated code refinement: An empirical study,.

Intention is All You Need: Refining Your Code from Your Intention Exploring the potential of chatgpt in automated code refinement: An empirical study,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.414981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb66f010-8a74-4513-8b01-8585350fbdb0 · outbound

This paper cites Fine-tuning and prompt en- gineering for large language models-based code review automation,.

Intention is All You Need: Refining Your Code from Your Intention Fine-tuning and prompt en- gineering for large language models-based code review automation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:04.006274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7f315fc-a184-42d6-8cbd-0c8134f6f711 · outbound

This paper cites Fine-Tuning and Prompt Engineering for Large Language Models-based Code Review Automation.

Intention is All You Need: Refining Your Code from Your Intention Fine-Tuning and Prompt Engineering for Large Language Models-based Code Review Automation

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T10:14:03.865542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d9faf5f4-8b9c-4fea-bd89-a3c0249692b0 · outbound

This paper cites Enhancing Code Intelligence Tasks with ChatGPT.

Intention is All You Need: Refining Your Code from Your Intention Enhancing Code Intelligence Tasks with ChatGPT

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-08T10:14:03.852351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 01f1f7bc-29cf-4b8a-a8db-c02993e8f72a · outbound

This paper cites Aicodereview: Advancing code quality with ai-enhanced reviews,.

Intention is All You Need: Refining Your Code from Your Intention Aicodereview: Advancing code quality with ai-enhanced reviews,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.997335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b2bdd644-dfc6-4a54-974c-ded7904b1df6 · outbound

This paper cites Exploring the Capabilities of LLMs for Code Change Related Tasks.

Intention is All You Need: Refining Your Code from Your Intention Exploring the Capabilities of LLMs for Code Change Related Tasks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.433023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d63f8de-9da8-40c9-87b5-1c93ee1300f9 · outbound

This paper cites On the use of chatgpt for code review,.

Intention is All You Need: Refining Your Code from Your Intention On the use of chatgpt for code review,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.988248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5bed7a15-8ba2-4613-ac1a-12499d9c31f5 · outbound

This paper cites Training language models to follow instructions with human feedback,.

Intention is All You Need: Refining Your Code from Your Intention Training language models to follow instructions with human feedback,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.439751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad7f4f60-151f-4fbd-b952-f238558dc974 · outbound

This paper cites GPT-4 Technical Report.

Intention is All You Need: Refining Your Code from Your Intention GPT-4 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.442712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f04079b1-fd0a-4954-843c-19c41d6e4925 · outbound

This paper cites Code review automation: strengths and weaknesses of the state of the art,.

Intention is All You Need: Refining Your Code from Your Intention Code review automation: strengths and weaknesses of the state of the art,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.973947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f2b0e3b9-f629-4df1-9299-9982c6720eb0 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

Intention is All You Need: Refining Your Code from Your Intention DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.449599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab293342-0f95-4e10-a5f2-6d85d5fe2c72 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Intention is All You Need: Refining Your Code from Your Intention DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.452859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef6483f-ab97-41f4-94ec-3162c6022feb · outbound

This paper cites Qwen Technical Report.

Intention is All You Need: Refining Your Code from Your Intention Qwen Technical Report

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.456587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d4ca5cc-ed1e-46cd-966c-eb7feee3e603 · outbound

This paper cites What hap- pens in my code reviews? an investigation on automatically classifying review changes,.

Intention is All You Need: Refining Your Code from Your Intention What hap- pens in my code reviews? an investigation on automatically classifying review changes,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.963987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0b2c1ad8-8435-415c-a2a1-ccdc8a3afe4b · outbound

This paper cites Intentsion code refinement,.

Intention is All You Need: Refining Your Code from Your Intention Intentsion code refinement,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.954246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3774de29-16cf-4da6-9715-ea4d34465e3d · outbound

This paper cites CodeT5: Identifier-aware unified pre-trained encoder-decoder models for code understanding and generation,.

Intention is All You Need: Refining Your Code from Your Intention CodeT5: Identifier-aware unified pre-trained encoder-decoder models for code understanding and generation,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.944821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e1e59fbe-7d48-4c6f-8e16-d18fbad1e0ee · outbound

This paper cites SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing.

Intention is All You Need: Refining Your Code from Your Intention SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.468249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd2723da-d742-458c-93f5-053a8857523d · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Intention is All You Need: Refining Your Code from Your Intention Chain-of-thought prompting elicits reasoning in large language models,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.471062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc027b56-5bd4-41f7-9d88-67622afa6fd4 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Intention is All You Need: Refining Your Code from Your Intention Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.473801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ceda823-48e8-46b4-bef2-e3e220fd726a · outbound

This paper cites Large Language Models as Analogical Reasoners.

Intention is All You Need: Refining Your Code from Your Intention Large Language Models as Analogical Reasoners

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.477433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f34c8bb6-7cda-4a0a-b6a5-628bbc769ea1 · outbound

This paper cites Autotrans- form: Automated code transformation to support modern code review process,.

Intention is All You Need: Refining Your Code from Your Intention Autotrans- form: Automated code transformation to support modern code review process,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.928733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 21693562-afc9-4147-885e-05f246a087d3 · outbound

This paper cites Attention is all you need,.

Intention is All You Need: Refining Your Code from Your Intention Attention is all you need,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.496015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d9745c7-6ab3-4071-b33f-f1d071927d9b · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Intention is All You Need: Refining Your Code from Your Intention Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.507246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0f240ee-c189-4e83-b253-0920ce993e29 · outbound

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

Intention is All You Need: Refining Your Code from Your Intention CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.521521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b45f3d-e98f-406a-b037-c0c35a57686c · outbound

This paper cites SpecGen: Automated Generation of Formal Program Specifications via Large Language Models.

Intention is All You Need: Refining Your Code from Your Intention SpecGen: Automated Generation of Formal Program Specifications via Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.538491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3f46b6b-1fab-4f56-ace9-28c2e94ce56f · outbound

This paper cites SpecEval: Evaluating Code Comprehension in Large Language Models via Program Specifications.

Intention is All You Need: Refining Your Code from Your Intention SpecEval: Evaluating Code Comprehension in Large Language Models via Program Specifications

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.549402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d4c2d56-b7f1-4c7a-bf8f-5bc75ee2338d · outbound

This paper cites Contrastrepair: Enhancing conversation-based automated program repair via contrastive test case pairs,.

Intention is All You Need: Refining Your Code from Your Intention Contrastrepair: Enhancing conversation-based automated program repair via contrastive test case pairs,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.553170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7167d1c5-3a7e-4bd9-bf21-58ff925e244a · outbound

This paper cites Ft2ra: A fine-tuning-inspired approach to retrieval-augmented code completion,.

Intention is All You Need: Refining Your Code from Your Intention Ft2ra: A fine-tuning-inspired approach to retrieval-augmented code completion,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.908202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a1e63c8f-0957-49d2-881f-e3280309f4c9 · outbound

This paper cites Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT.

Intention is All You Need: Refining Your Code from Your Intention Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.560303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66498576-25ca-4a8e-a845-a0f400c4b190 · outbound

This paper cites Com- mentfinder: a simpler, faster, more accurate code review comments recommendation,.

Intention is All You Need: Refining Your Code from Your Intention Com- mentfinder: a simpler, faster, more accurate code review comments recommendation,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T10:14:03.564392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0ee852e-6e20-4457-a0f1-123af180fe9d · outbound

This paper cites Chatgptblog,.

Intention is All You Need: Refining Your Code from Your Intention Chatgptblog,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.893719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 48007791-cd2b-43ca-a064-794b09f3c09d · outbound

This paper cites Code review quality: How developers see it,.

Intention is All You Need: Refining Your Code from Your Intention Code review quality: How developers see it,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.883540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aa52f21f-d7e3-4357-9a0d-8dbac1fff9ae · outbound

This paper cites Information needs in contemporary code review,.

Intention is All You Need: Refining Your Code from Your Intention Information needs in contemporary code review,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T10:14:03.875556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 0f294c97-1325-4079-a7a6-fa7f9a320d2e · inbound

HiLDe: Intentional Code Generation via Human-in-the-Loop Decoding cites this paper.

HiLDe: Intentional Code Generation via Human-in-the-Loop Decoding Intention is All You Need: Refining Your Code from Your Intention

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:03:35.223416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.