Paper Citation Record · LEDGER

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

As of 19 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 7 inbound Pith citation observations for arXiv:2501.19085.

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

pith.paper-citation-record.v1
2501.19085 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:27:43.086565Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:48:22.987720Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T19:57:34.124979Z

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy21
unresolved13
parse uncertain1
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9ce0017a-9e82-4088-8d86-4ab8a5521d18 · outbound

This paper cites GitHub Copilot – Y our AI pair programmer,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet GitHub Copilot – Y our AI pair programmer,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.718428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 122190fa-3d43-4b80-b820-b2bb765c2548 · outbound

This paper cites Knowledge transfer from high-resource to low-resource pr ogramming languages for code llms,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Knowledge transfer from high-resource to low-resource pr ogramming languages for code llms,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.706128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8563fcd3-bbef-4309-895a-92853183b74c · outbound

This paper cites On the transferab ility of pre- trained language models for low-resource programming lang uages,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet On the transferab ility of pre- trained language models for low-resource programming lang uages,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.694537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation be0aa5c5-f394-4aec-a032-3cdb0b6b364a · outbound

This paper cites Investigating the Performance of Language Models for Completing Code in Functional Programming Languages: a Haskell Case Study.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Investigating the Performance of Language Models for Completing Code in Functional Programming Languages: a Haskell Case Study

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-09T21:27:43.464730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 64f977d0-62c5-40b9-9d12-aeb0f03ceb2d · outbound

This paper cites Multi-lingual evaluat ion of code generation models,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Multi-lingual evaluat ion of code generation models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.683072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2042abe2-f7fe-47c2-a931-7b5b968e60b8 · outbound

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

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:42.969364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 689cd669-96de-491b-aa65-6258abb98daf · outbound

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

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Code Llama: Open Foundation Models for Code

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:42.974047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bddad9b6-6a4c-46fb-a228-e4113fb2b4a7 · outbound

This paper cites Measuring the impact of program- ming language distribution,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Measuring the impact of program- ming language distribution,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.670956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 62b0c4fb-ac8d-400b-9a72-313b68a71298 · outbound

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

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:42.981938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08b2802a-0a62-4799-b9b4-950708d7fdca · outbound

This paper cites Codegen: An open large language model for code with multi-turn program synthesis,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Codegen: An open large language model for code with multi-turn program synthesis,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.659154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9fa32832-10a6-4a68-a252-95b9ea7d3119 · outbound

This paper cites Palm: Scaling language modeling with pathways,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Palm: Scaling language modeling with pathways,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.639863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0eae2cd0-562b-4de5-b0aa-ede94d7f6753 · outbound

This paper cites Codet5+: Open code large language models for code understa nding and generation,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Codet5+: Open code large language models for code understa nding and generation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.629247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f140dd8c-702f-4325-9cbe-7d254a0f9ccc · outbound

This paper cites Starcoder: may the source be with you!.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Starcoder: may the source be with you!

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.618189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 82a977fe-d604-4726-b3cc-8a770438331f · outbound

This paper cites GPT-4 Technical Report.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet GPT-4 Technical Report

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.004094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3af82f2-275e-4b43-95be-e2e6a4489129 · outbound

This paper cites Wizardcoder: Empowering code la rge language models with evol-instruct,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Wizardcoder: Empowering code la rge language models with evol-instruct,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.607389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 561daa3f-163d-4f20-9605-92e1c46b7e90 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Evaluating Large Language Models Trained on Code

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.011647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e325ab2f-4b60-4d4a-884e-4e13caa0374f · outbound

This paper cites Program Synthesis with Large Language Models.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Program Synthesis with Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.015493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3495dad-e55f-4a5a-b92e-80427ca3dbff · outbound

This paper cites CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.019170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08e34744-db11-4e7c-8d8c-27a94d47c129 · outbound

This paper cites Multipl-e: a scalable and polyglot approach to benchmarki ng neural code generation,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Multipl-e: a scalable and polyglot approach to benchmarki ng neural code generation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.596826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 57bad37e-f21c-4928-9ffb-99caf8eaf1c0 · outbound

This paper cites Is your code gene rated by chatgpt really correct? rigorous evaluation of large langu age models for code generation,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Is your code gene rated by chatgpt really correct? rigorous evaluation of large langu age models for code generation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.585495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6abc22f9-ed07-4202-ad7b-3ce52b47e443 · outbound

This paper cites Multilingual training for s oftware engineering,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Multilingual training for s oftware engineering,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.573989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8a13a9f8-5fec-49b4-ad5f-cdef69b2f51e · outbound

This paper cites A survey on llm-based co de generation for low-resource and domain-speciﬁc programming language s,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet A survey on llm-based co de generation for low-resource and domain-speciﬁc programming language s,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.033976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb748c1b-023c-4030-aa7f-e26616ddb84c · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.037310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd953756-7f49-4820-9d0f-0eb5644de3c3 · outbound

This paper cites Codex website,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Codex website,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.561552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6de86167-69f4-4f77-a88f-ecfedabbcc3a · outbound

This paper cites Note on the sampling error of the differenc e between correlated proportions or percentages,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Note on the sampling error of the differenc e between correlated proportions or percentages,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.550205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f39fb5e3-e8e6-4104-8630-26197f4e4315 · outbound

This paper cites Controlling the false discovery r ate: A practical and powerful approach to multiple testing,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Controlling the false discovery r ate: A practical and powerful approach to multiple testing,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.538878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a13e5dca-614d-421c-a28e-18355d8abbdf · outbound

This paper cites Replication package,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Replication package,

Reference 27

Resolution: malformed identifier; no resolver link, observed 2026-08-09T21:27:43.052194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94723e90-c967-4e65-8d6d-9460813d7faa · outbound

This paper cites The Stack: 3 TB of permissively licensed source code.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet The Stack: 3 TB of permissively licensed source code

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.056113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d2baa00-7a69-4362-b7d8-d630ab3735cf · outbound

This paper cites PEGASUS: pre- training with extracted gap-sentences for abstractive summarizati on,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet PEGASUS: pre- training with extracted gap-sentences for abstractive summarizati on,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.526656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cfaffc65-49fd-434a-8bf1-7aa7617e6824 · outbound

This paper cites Decoupled weight decay re gularization,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Decoupled weight decay re gularization,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.513908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 033d7181-dbff-4ad6-8000-ea8e68071e0b · outbound

This paper cites D programming language,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet D programming language,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.501175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e7ffcdb4-f693-4495-811b-0231cf922a90 · outbound

This paper cites Haskell language,.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Haskell language,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.489430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fd6da00a-00aa-4e58-878d-8e2223dc6a67 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.074385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92a89254-2d55-4848-92d7-65d05158677c · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet CodeGemma: Open Code Models Based on Gemma

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.078362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5a33de0-76e0-467a-9998-edcf726c414e · outbound

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

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T21:27:43.082556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b20007f5-3897-467e-b5fc-a4261e4d6540 · outbound

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

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Chain-of-thought prompting elicits reasoning in large language models,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T21:27:43.477634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8899c5c9-c7f7-4d64-86b7-31c58212e734 · outbound

This paper cites an unresolved cited work.

Enhancing Code Generation for Low-Resource Languages: No Silver Bullet Unresolved cited work

Reference 2023

Resolution: parse uncertain; no resolver link, observed 2026-08-09T21:27:42.989727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 652f078c-d143-4ac7-9c02-a8308f01a758 · inbound

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems cites this paper.

LLM-based Property-based Test Generation for Guardrailing Cyber-Physical Systems Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:48:22.987720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d79102-edb3-4538-b2b8-9d3d5835159c · inbound

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer cites this paper.

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T13:26:49.073666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54b98e4d-f51e-4a8c-9761-c0778b7baabe · inbound

Knowledge-Graph-Driven Data Synthesis for Low-Resource Software Development: A HarmonyOS Case Study cites this paper.

Knowledge-Graph-Driven Data Synthesis for Low-Resource Software Development: A HarmonyOS Case Study Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:38:57.960746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 84365819-21b4-4d06-835e-ab0d9076d00a · inbound

Improving LLM Code Reasoning via Semantic Equivalence Self-Play with Formal Verification cites this paper.

Improving LLM Code Reasoning via Semantic Equivalence Self-Play with Formal Verification Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:51:46.289968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2e2da02b-c104-4aa1-9aad-491959d25797 · inbound

Large Language Models for Multilingual Code Intelligence: A Survey cites this paper.

Large Language Models for Multilingual Code Intelligence: A Survey Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:26:15.033121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4d7c8950-1bef-455b-9a65-c149fb8b9798 · inbound

Selective Left-Shift: Turning Test-Time Compute and Difficulty-based Curation into Training Data for Low-Resource Code Generation cites this paper.

Selective Left-Shift: Turning Test-Time Compute and Difficulty-based Curation into Training Data for Low-Resource Code Generation Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-10T19:57:34.126205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8982d310-525c-4911-8f46-78ead7ecf86d · inbound

Multi-Source and Cross-Scenario Strategy-Guided Code Optimization cites this paper.

Multi-Source and Cross-Scenario Strategy-Guided Code Optimization Enhancing Code Generation for Low-Resource Languages: No Silver Bullet

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T10:07:55.408331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.