Paper Citation Record · LEDGER

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection

As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2507.02378.

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

pith.paper-citation-record.v1
2507.02378 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:36:27.623294Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T10:52:00.147391Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T08:17:45.480579Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d47b29a-9b9a-41f5-910e-279a2f068392 · outbound

This paper cites online" 'onlinestring :=.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.253041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1530e288-60d8-4255-b14a-d55cd74c5e23 · outbound

This paper cites write newline.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.315891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 184366e2-500e-4eb1-829d-34db6326aaff · outbound

This paper cites GPT-4 Technical Report.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.385469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97b83b19-cb3b-48da-8586-428245df9003 · outbound

This paper cites Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.475089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06a0b538-49bc-42fa-b0e2-0f6f3e6d3e03 · outbound

This paper cites Program Synthesis with Large Language Models.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Program Synthesis with Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.565907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17f165ad-e20b-461a-b16c-eb7e2d169c71 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.639554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5206f39d-1226-4e27-91e2-88f56bd5d02b · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.757317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5a037d0-b2aa-4f90-8884-0236feaab071 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Evaluating Large Language Models Trained on Code

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.858894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58cf13e3-02ce-4d70-bdec-2d458a6950fc · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:24.909502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 410c93b6-55da-45c7-a6da-b73a48f59ae6 · outbound

This paper cites Textbooks Are All You Need.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Textbooks Are All You Need

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.001113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2775ced7-4522-49e0-9601-6156dd447c01 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.065178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61bb56d8-59dc-4dcd-b2b5-16f194ce122f · outbound

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

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.139734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 074653b1-5ee5-434c-8111-5f36ba27708f · outbound

This paper cites Qwen2.5-Coder Technical Report.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Qwen2.5-Coder Technical Report

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.257707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9330d3e-ff09-4296-bdaa-40f1d793c0a2 · outbound

This paper cites GPT-4o System Card.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection GPT-4o System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.361808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eba46643-adc0-44cd-b9c7-03c3c742eb8a · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.452332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b33492bc-7508-48ed-b99d-733f56407e78 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:30.640440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b7e9c6df-9206-4ed7-a26f-06d81a4e8be0 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:30.337089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e633a204-1831-4da0-baf4-d9da1cf7c6fa · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.756846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4901747e-c2e9-4f05-8354-9e59b3ed2c33 · outbound

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

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection StarCoder: may the source be with you!

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.865573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0062fbd-1fd2-4397-a04a-aa7677df6893 · outbound

This paper cites DeepSeek-V3 Technical Report.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection DeepSeek-V3 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:25.952352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 121d2710-c310-4b59-8e6d-41b8da29dc1a · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.051015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e18534e1-1e3b-49fa-b357-153a87a2e91c · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.149468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7254fcc8-4a3e-4ff2-9549-c47b5b650947 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection StarCoder 2 and The Stack v2: The Next Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.249299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcb386fa-77db-4912-8493-1d401c48dd12 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:29.952328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0814fd87-6cf6-40ce-bd1d-ad7a42a5d17e · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:29.647463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation edcf25bf-0b2b-4cbd-88ff-bf72955a8efc · outbound

This paper cites Data-efficient LLM Fine-tuning for Code Generation.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Data-efficient LLM Fine-tuning for Code Generation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.513190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23ec378a-0a40-4984-8459-d63990473352 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.625005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e2f2ddd-5b2f-40c3-bba2-2372b1e9c139 · outbound

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

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Code Llama: Open Foundation Models for Code

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.692660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60544639-b05d-4afe-8249-e27f792a11b6 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.766654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 154080a7-acd9-49f1-baa0-6570049a1479 · outbound

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

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection CodeGemma: Open Code Models Based on Gemma

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.843248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18994a18-11ad-47d8-9c94-d20163ad132f · outbound

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

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:26.913868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08116d72-2f7a-44d8-8c6a-01676b65af29 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:29.290418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5ac8c9c6-b6fc-4b66-a96a-8dbf42a016ee · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:29.093657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fb9c526a-e209-46d6-9051-08580a693727 · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Finetuned Language Models Are Zero-Shot Learners

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:27.155039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad6a95e2-2899-4ca1-9d59-51db2d4e0f1f · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:28.895363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 53962ff8-a31b-423e-b7c2-57eebad9ac1d · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:28.613930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 646e207f-db94-4995-889a-2860491650b4 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:28.534842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 94992be1-19b6-49e6-90a4-03309f9b5532 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:28.411944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 464d79b7-0392-4fc9-a5be-e98f6bd022f6 · outbound

This paper cites Rethinking the Instruction Quality: LIFT is What You Need.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Rethinking the Instruction Quality: LIFT is What You Need

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:27.423317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4e27a98-c314-4bf5-b2f8-d94d19ece65f · outbound

This paper cites Qwen2.5 Technical Report.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Qwen2.5 Technical Report

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:27.475388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21fa1f1f-2a6b-4ee9-aeb2-ec6e6afc2462 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:28.281943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 76e13e76-4906-4386-9b92-b60af2da2f59 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:28.162023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0cc06e8f-23f6-40c0-8a4c-d6f586b7d126 · outbound

This paper cites an unresolved cited work.

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:36:28.063939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation dfdfb155-8e6d-4a70-b969-dda33eb07b5b · inbound

CODEBLOCK: Learning to Supervise Code at the Right Granularity cites this paper.

CODEBLOCK: Learning to Supervise Code at the Right Granularity Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-03T08:17:45.481981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.