Paper Citation Record · LEDGER

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages

As of 20 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2412.15178.

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

pith.paper-citation-record.v1
2412.15178 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:37:49.541604Z

measured 37 of 37 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

37 of 37 outbound references displayed

verified exact0
verified fuzzy14
unresolved21
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c2a0d053-1800-4425-ba4f-d4b902b58382 · outbound

This paper cites Survey reveals ai’s impact on the developer experience,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Survey reveals ai’s impact on the developer experience,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.915626Z

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.

Observation ec68fdd7-e703-40e5-965d-03e3d56bb74e · outbound

This paper cites Can large language models write parallel code?.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Can large language models write parallel code?

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.907224Z

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.

Observation 8da6cb9c-38b2-47f1-8f5c-9d2c3a51a1d1 · outbound

This paper cites Starcoder 2 and the stack v2: The next generation,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Starcoder 2 and the stack v2: The next generation,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.440928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4c7b150-1d32-4ccf-938a-72212ec7fd0b · outbound

This paper cites Attention is all you need,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Attention is all you need,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.444187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc507da7-c71a-4403-be86-552b179e2f83 · outbound

This paper cites Code llama: Open foundation models for code,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Code llama: Open foundation models for code,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.889750Z

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.

Observation 72273574-91ea-4ec1-a992-01ac0e54dffd · outbound

This paper cites GPT-4o System Card.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages GPT-4o System Card

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.450566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c65adc45-aa11-4ec8-8206-50638199391a · outbound

This paper cites A Survey on Knowledge Distillation of Large Language Models.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages A Survey on Knowledge Distillation of Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.453865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b78832ba-a6ee-4f8d-97ff-87c239cfe899 · outbound

This paper cites Magicoder: Empowering Code Generation with OSS-Instruct.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Magicoder: Empowering Code Generation with OSS-Instruct

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.456720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43c77603-b787-499f-992a-6f9f0dd308c3 · outbound

This paper cites Big code models leaderboard - a hugging face space by bigcode,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Big code models leaderboard - a hugging face space by bigcode,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.881489Z

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.

Observation a534dff7-7ef5-4757-a2f1-0367039e88a7 · outbound

This paper cites Deepseek-coder: When the large language model meets programming – the rise of code intelligence,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Deepseek-coder: When the large language model meets programming – the rise of code intelligence,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.462443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0369c261-b2d3-4162-be89-2a9f8e81694b · outbound

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

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.465094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40e1a0ba-d72d-47ec-a08f-bba1bf068829 · outbound

This paper cites Llama 2: Open foundation and fine-tuned chat models,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Llama 2: Open foundation and fine-tuned chat models,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.468237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dca8c06-d180-478a-a4e3-f766c93eae80 · outbound

This paper cites Efficient Large Scale Language Modeling with Mixtures of Experts.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Efficient Large Scale Language Modeling with Mixtures of Experts

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.470835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7339e7b8-a915-4a1c-aae8-13b48111d8f7 · outbound

This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages WizardCoder: Empowering Code Large Language Models with Evol-Instruct

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.474026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97ea7c57-6abd-4627-b5e3-dad6c027c355 · outbound

This paper cites Exploiting sparsity in pruned neural networks to optimize large model training,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Exploiting sparsity in pruned neural networks to optimize large model training,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.864453Z

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.

Observation 128aaf36-7db5-490e-af9c-dd66190f2508 · outbound

This paper cites Pytorch: An imperative style, high- performance deep learning library,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Pytorch: An imperative style, high- performance deep learning library,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.482335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01e42cdd-ff69-4b20-a69f-92a94ea444d2 · outbound

This paper cites Decoupled Weight Decay Regularization.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Decoupled Weight Decay Regularization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.486100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed70acf0-1547-4d3e-bcc1-1ce4d68dc103 · outbound

This paper cites Evaluating large language models trained on code,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Evaluating large language models trained on code,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.851923Z

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.

Observation 600ca1f1-beb0-4ac6-ba85-e183063c9623 · outbound

This paper cites (2023) Phind-codellama-34b-v2.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages (2023) Phind-codellama-34b-v2

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.843784Z

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.

Observation 56570411-e07e-4508-ab8f-4d876e4210df · outbound

This paper cites Gemini: A family of highly capable multimodal models,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Gemini: A family of highly capable multimodal models,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.494856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcfa5418-bcaf-419f-922b-0539cb53808d · outbound

This paper cites Language Models are Few-Shot Learners.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Language Models are Few-Shot Learners

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.497491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d4b468f-45e5-402c-97bb-c03a692d5a37 · outbound

This paper cites Gpt-4 technical report,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Gpt-4 technical report,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.500372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc27efc9-4999-4072-b008-bc34273623ef · outbound

This paper cites Mpirigen: Mpi code generation through domain-specific language models,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Mpirigen: Mpi code generation through domain-specific language models,

Reference 23

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T11:37:49.650670Z

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.

Observation 3f6ad2b3-3e23-4307-8b6b-047363f47b4f · outbound

This paper cites Llm4vv: Developing llm-driven testsuite for compiler validation,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Llm4vv: Developing llm-driven testsuite for compiler validation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.827279Z

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.

Observation d71f20c0-1f5e-44a7-82da-c37633fa1f10 · outbound

This paper cites Data race detection using large language models,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Data race detection using large language models,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.817347Z

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.

Observation 440e0995-6d32-4b1e-a6c8-1dfc8ef64716 · outbound

This paper cites Scope is all you need: Transforming llms for hpc code,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Scope is all you need: Transforming llms for hpc code,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.808896Z

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.

Observation 9531c5e8-4668-4aac-b134-500f883bf7bc · outbound

This paper cites Modeling parallel programs using large language models,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Modeling parallel programs using large language models,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.800516Z

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.

Observation 52db673d-ea75-4436-b810-b4d1fd421547 · outbound

This paper cites Performance-Aligned LLMs for Generating Fast Code.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Performance-Aligned LLMs for Generating Fast Code

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.516597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71bcc2dd-b52e-4984-b55a-d77f0c31f850 · outbound

This paper cites chathpc: Empowering hpc users with large language models,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages chathpc: Empowering hpc users with large language models,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.791461Z

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.

Observation a9ca9521-8112-431f-8422-f620fb22ed53 · outbound

This paper cites Lassi: An llm- based automated self-correcting pipeline for translating parallel scientific codes,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Lassi: An llm- based automated self-correcting pipeline for translating parallel scientific codes,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.783428Z

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.

Observation 068d18bf-3b16-4d51-b4b4-e6ed73a9e3cb · outbound

This paper cites OMPGPT: A Generative Pre-trained Transformer Model for OpenMP.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages OMPGPT: A Generative Pre-trained Transformer Model for OpenMP

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.524732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc9d1048-70b3-46bc-b6c4-938a9d652c9e · outbound

This paper cites A Systematic Evaluation of Large Language Models of Code.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages A Systematic Evaluation of Large Language Models of Code

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.528881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95d8f001-eb2a-47a4-891a-9f98177764f7 · outbound

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

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.532171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 277fc03f-a38b-46fd-8296-e304d2120b83 · outbound

This paper cites Biocoder: A benchmark for bioinformatics code generation with contextual prag- matic knowledge,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Biocoder: A benchmark for bioinformatics code generation with contextual prag- matic knowledge,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:37:49.775019Z

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.

Observation dbc6bb38-b90b-4e0d-9636-f39f7907a1f1 · outbound

This paper cites Verilogeval: Evaluating large language models for verilog code generation,.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Verilogeval: Evaluating large language models for verilog code generation,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.538512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e042d47-1603-4ec1-920b-8250b6e83b55 · outbound

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

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Knowledge transfer from high-resource to low-resource programming languages for code llms,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T11:37:49.541604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02b9e7f9-4567-40e8-86c1-00551461575e · outbound

This paper cites Available: https://doi.ieeecomputersociety.org/10.1109/ IPDPS54959.2023.00033.

HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages Available: https://doi.ieeecomputersociety.org/10.1109/ IPDPS54959.2023.00033

Reference 255

Resolution: malformed identifier; no resolver link, observed 2026-08-11T11:37:49.479688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.