Paper Citation Record · LEDGER

A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2407.02742.

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

pith.paper-citation-record.v1
2407.02742 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:49:45.640375Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 70f60be5-7881-4138-899d-7107a52aa403 · inbound

Towards the LLM-Based Generation of Formal Specifications from Natural-Language Contracts: Early Experiments with Symboleo cites this paper.

Towards the LLM-Based Generation of Formal Specifications from Natural-Language Contracts: Early Experiments with Symboleo A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T13:49:45.640375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2e14a16-a46b-41d1-b68f-2a773e2a5e3e · inbound

Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows cites this paper.

Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.600795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1d07790-e32f-4a73-900b-b7613cf9191c · inbound

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback cites this paper.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:14.444846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27f4937f-fe3c-4172-8364-7d698dbc1392 · inbound

SLM Finetuning for Natural Language to Domain Specific Code Generation in Production cites this paper.

SLM Finetuning for Natural Language to Domain Specific Code Generation in Production A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:26:00.903250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2beb5e87-4bb2-4ce7-aa02-4868c2eeaf9b · inbound

PrismaDV: Automated Task-Aware Data Unit Test Generation cites this paper.

PrismaDV: Automated Task-Aware Data Unit Test Generation A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-09T22:49:16.097885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 80489853-5810-4483-ba11-ee446e92e459 · inbound

Leveraging LLMs for Multi-File DSL Code Generation: An Industrial Case Study cites this paper.

Leveraging LLMs for Multi-File DSL Code Generation: An Industrial Case Study A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:26:13.531344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b236c893-6821-44e6-b36a-fbe90664d0e7 · inbound

LLM4MTLs: Automated Generation and Empirical Evaluation of Model Transformation Languages cites this paper.

LLM4MTLs: Automated Generation and Empirical Evaluation of Model Transformation Languages A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T01:50:22.089771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3c93e56d-062d-48bf-8f9a-917e8e31a09e · inbound

Workflow as Knowledge: Semantic Persistence for LLM-Mediated Workflows cites this paper.

Workflow as Knowledge: Semantic Persistence for LLM-Mediated Workflows A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T02:16:42.458285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.