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Paper Citation Record · LEDGER

Think Outside the Code: Brainstorming Boosts Large Language Models in Code Generation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2305.10679.

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

pith.paper-citation-record.v1
2305.10679 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:40.009866Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T03:46:33.100129Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation eaf00f57-7b25-40a1-840f-7dfcce6eb14a · inbound

Learning to Reason via Mixture-of-Thought for Logical Reasoning cites this paper.

Learning to Reason via Mixture-of-Thought for Logical Reasoning Think Outside the Code: Brainstorming Boosts Large Language Models in Code Generation

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T15:15:40.009866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:15:40.009866Z digest=sha256:05e24906e9c794bdd87a851201399239d7a172084344110819cbf7d33e2432bc

Observation dd741002-aecb-45d7-96ce-4abf13637edd · inbound

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback cites this paper.

Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback Think Outside the Code: Brainstorming Boosts Large Language Models in Code Generation

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-19T08:37:11.640900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T08:36:58.880345Z digest=sha256:e5995f172e79d992d2fa28f49b60363c94a9e5ace22cb189d0f95ecc26486b50

Observation bfa023a4-bed5-4656-bd10-2d67c6f20f2f · inbound

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs cites this paper.

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs Think Outside the Code: Brainstorming Boosts Large Language Models in Code Generation

Reference 33

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T03:46:33.101908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-28T09:40:35.258818Z digest=sha256:f13a8bb491c24b5ea3d4f1584fea0c5be42855be680e463a4b3ed89579d00f91