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Paper Citation Record · LEDGER

What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2503.20589.

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

pith.paper-citation-record.v1
2503.20589 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:25:40.177033Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T03:06:43.635806Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 33691b76-0646-43fe-9f82-f210ea46de3c · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:21:11.045645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-08T17:37:51.790000Z digest=sha256:ca075354ca19a6a91eb2c764babd0d9fbc4de36fb8df10686cf0add2e5ffb8a1

Observation 553f1ec8-0149-4ee7-9fc4-d1998b632e65 · inbound

Not All RAGs Are Created Equal: A Component-Wise Empirical Study for Software Engineering Tasks cites this paper.

Not All RAGs Are Created Equal: A Component-Wise Empirical Study for Software Engineering Tasks What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-15T01:53:28.490931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-15T01:52:53.116772Z digest=sha256:ef94530d4c45a1c0b9d08856fd60b63babb53ce2d0c388cf378c5e888ee0d209

Observation 49cb765a-72e8-496d-859e-d26140e13755 · inbound

VeriCache: Turning Lossy KV Cache into Lossless LLM Inference cites this paper.

VeriCache: Turning Lossy KV Cache into Lossless LLM Inference What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-19T22:12:51.021551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-19T22:09:15.782104Z digest=sha256:264df18c9526d0089180f39fc2d4dda9deb38d8b4f79a54746e37cc7e842a840

Observation 43c998cd-fb3c-4fc4-88aa-aadf709ce874 · inbound

R+R: Reassessing Java Security API Misuse in Current LLMs: A Replication on JCA and JSSE APIs with External Security Knowledge cites this paper.

R+R: Reassessing Java Security API Misuse in Current LLMs: A Replication on JCA and JSSE APIs with External Security Knowledge What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-07-01T19:46:11.108772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-28T22:00:58.971014Z digest=sha256:72a123aa149c047ee9d31beba9fcc50ce23165c778d7139a8d3260020e7bbad3

Observation 9468aa56-b68d-4ae9-8a69-1310ea9d01d0 · inbound

TICoder: A Repository-Level Code Generation Framework with Test-Driven Planning and Implementation-Aware Reuse cites this paper.

TICoder: A Repository-Level Code Generation Framework with Test-Driven Planning and Implementation-Aware Reuse What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-02T21:47:27.664196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-27T19:33:55.542004Z digest=sha256:03b4d61196ed926d16687429dd0adf93877deae12dfc895bcb4f8f4145a182b2

Observation 75862991-1fb6-4ef3-983e-f8e0e4c058af · inbound

ProjAgent: Procedural Similarity Retrieval for Repository-Level Code Generation cites this paper.

ProjAgent: Procedural Similarity Retrieval for Repository-Level Code Generation What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-07-10T03:06:43.637042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-07-10T03:04:23.278576Z digest=sha256:febf9371ecc9056c5f409076f81b2e58ff130913459432a3a49b26957fb43d37

Observation e77d0190-b8ca-4b9b-b466-eb8e27ebce49 · inbound

PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents cites this paper.

PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-01T14:11:55.656773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T14:11:55.656773Z digest=sha256:2bd6d78752bb6b485a2d1cd27f36586d08c8713afc91dce11e4967f51bfe2e57

Observation 8cc54180-b943-4737-9953-a254ddea474d · inbound

RepoReasoner: Evaluating Repository-Level Code Reasoning Ability of Long-Context Language Models cites this paper.

RepoReasoner: Evaluating Repository-Level Code Reasoning Ability of Long-Context Language Models What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-01T00:57:35.260905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T00:57:35.260905Z digest=sha256:d4b497addf023dc56a7f10aea393dd2231256f53f7f602a950ee6a4b790773f9

Observation aab17053-233a-4cd9-bf2e-d76bf08a18dc · inbound

Benchmarking LLMs on File System Design and Implementation cites this paper.

Benchmarking LLMs on File System Design and Implementation What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T00:52:50.183417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T00:52:50.183417Z digest=sha256:c766f627135f60288051329241f7f05a3c9641cac5d7e74c95f0c3dc8a32e09f

Observation 4327bafb-cb75-4565-a42a-f8b81e3322b7 · inbound

Benchmarking LLMs on File System Design and Implementation cites this paper.

Benchmarking LLMs on File System Design and Implementation What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T15:25:40.177033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:25:40.177033Z digest=sha256:b5ff90be8cbd41a934fe69eb6707e4bca775931d5bd0fbc240c225eaa30e2bb1

Observation 8f055395-c37f-4432-8ed5-3b6a01923385 · inbound

Effective and Efficient Context Retrieval via Partial Dependency Graph for Repository-Level Code Generation cites this paper.

Effective and Efficient Context Retrieval via Partial Dependency Graph for Repository-Level Code Generation What to Retrieve for Effective Retrieval-Augmented Code Generation? An Empirical Study and Beyond

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T18:10:06.565327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:10:06.565327Z digest=sha256:b7e5c03089c5df69f93de4525378dc737b62fc2184b7439d7bb3bbd57cd85c43