Paper Citation Record · LEDGER

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis

As of 18 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2607.27146.

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

pith.paper-citation-record.v1
2607.27146 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-30T12:11:35.124762Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b06ac9fc-950c-4029-822e-3db5a7035d9c · outbound

This paper cites We find no repository-identity overlap for RepoZero C2Rust, SWE-bench Verified, SWE-bench Pro, or FeatBench.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis We find no repository-identity overlap for RepoZero C2Rust, SWE-bench Verified, SWE-bench Pro, or FeatBench

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:35.124762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 149949dc-013e-4e9c-ae44-d802567f0b80 · outbound

This paper cites arXiv preprint arXiv:2509.22237.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis arXiv preprint arXiv:2509.22237

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.882830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9041d121-6f87-432c-aaf4-680c8e647b0d · outbound

This paper cites Chowdhury, N.; Aung, J.; Chan, J.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Chowdhury, N.; Aung, J.; Chan, J

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.887733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b2739b5-ded0-4390-9c83-aaa74d9d8e1b · outbound

This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.896009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f4aa98a-0881-4a88-b98f-a811504e466b · outbound

This paper cites Facchinetti, T.; and others.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Facchinetti, T.; and others

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.900266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95c98590-14ff-4301-a293-95babea52375 · outbound

This paper cites Garrett-Harris, A.; Neidel, J.; and others.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Garrett-Harris, A.; Neidel, J.; and others

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.905622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bc74e99-99bd-4c27-9f31-050a34d9e422 · outbound

This paper cites DeepSWE: Measuring Frontier Coding Agents on Original, Long-Horizon Engineering Tasks.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis DeepSWE: Measuring Frontier Coding Agents on Original, Long-Horizon Engineering Tasks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.909458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1fe8e5f-5954-4bf9-9fd6-676709536aba · outbound

This paper cites Microsoft, arXiv:2509.16198.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Microsoft, arXiv:2509.16198

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.913839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00580f66-9849-4910-8847-22cf1b41d212 · outbound

This paper cites Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.925761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b40929c4-7b95-4272-b7fb-085cbd8c08d1 · outbound

This paper cites OpenThoughts-Agent: Data Recipes for Agentic Models.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis OpenThoughts-Agent: Data Recipes for Agentic Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.931012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d826c4f-9553-475f-9883-40f127c14ada · outbound

This paper cites Team, K.; et al.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Team, K.; et al

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.977046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c717632d-b0dc-482f-878a-e7c95bb6eb3b · outbound

This paper cites arXiv:2607.24653.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis arXiv:2607.24653

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.981033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 002340b8-ce58-4f4c-8811-6cca9157b387 · outbound

This paper cites Xie, C.; Li, B.; Gao, C.; Du, H.; Lam, W.; Zou, D.; and Chen,K.2025.SWE-Fixer:TrainingOpen-SourceLLMsfor EffectiveandEfficientGitHubIssueResolution.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Xie, C.; Li, B.; Gao, C.; Du, H.; Lam, W.; Zou, D.; and Chen,K.2025.SWE-Fixer:TrainingOpen-SourceLLMsfor EffectiveandEfficientGitHubIssueResolution

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.985662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3af28b7-132b-4971-8eef-03e15235eecf · outbound

This paper cites https: //z.ai/blog/glm-5.2.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis https: //z.ai/blog/glm-5.2

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.994339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc734c46-ce93-49e2-be33-de6bf3367cef · outbound

This paper cites InPro- ceedings of the 62nd Annual Meeting of the Association for ComputationalLinguistics(Volume1:LongPapers),13643– 13658.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis InPro- ceedings of the 62nd Annual Meeting of the Association for ComputationalLinguistics(Volume1:LongPapers),13643– 13658

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.998993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c78c196b-9438-4cd0-bb1f-5c35eb8001aa · outbound

This paper cites RepoZero: Can LLMs Generate a Code Repository from Scratch?.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis RepoZero: Can LLMs Generate a Code Repository from Scratch?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:35.004167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afdff7b7-ffb4-4c36-b5bd-3f66f8abecd3 · outbound

This paper cites SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:35.034758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d57c807f-6848-47f9-9cee-72b0b565b2f6 · outbound

This paper cites ProgramBench: Can Language Models Rebuild Programs From Scratch?.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis ProgramBench: Can Language Models Rebuild Programs From Scratch?

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.990083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8261561c-1e91-47f9-82c4-bbe269916655 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.971839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f9f62e6-6f6b-4ff1-b107-f9e248bb2680 · outbound

This paper cites https: //openai.com/index/introducing-swe-bench-verified/.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis https: //openai.com/index/introducing-swe-bench-verified/

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.891883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f6c2de5-8eb4-4ae4-854d-ec1db71acbac · outbound

This paper cites Chen, H.; Li, C.; and Li, J.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Chen, H.; Li, C.; and Li, J

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.878508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8bbb616-e7b6-469b-b4e4-ba9031f1831a · outbound

This paper cites MirrorCode: AI can rebuild entire programs from behavior alone.

MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis MirrorCode: AI can rebuild entire programs from behavior alone

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-07-30T12:11:34.864873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.