Paper Citation Record · LEDGER

Does Few-Shot Learning Help LLM Performance in Code Synthesis?

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2412.02906.

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

pith.paper-citation-record.v1
2412.02906 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:35:27.741292Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T15:08:32.492410Z

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 50e75477-b9b5-4c5b-a289-2ad7fa3163ea · inbound

Rethinking Technology Stack Selection with AI Coding Proficiency cites this paper.

Rethinking Technology Stack Selection with AI Coding Proficiency Does Few-Shot Learning Help LLM Performance in Code Synthesis?

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-04T17:07:47.147857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76e38c3d-55b5-4208-b22a-e9ef4204a33f · inbound

SynConfRoute: Syntax-Aware Routing for Efficient Code Completion with Small CodeLLMs cites this paper.

SynConfRoute: Syntax-Aware Routing for Efficient Code Completion with Small CodeLLMs Does Few-Shot Learning Help LLM Performance in Code Synthesis?

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:26:10.434698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 42203112-7bb6-4f47-9a3d-a79b7d14790a · inbound

Goal-Conditioned Supervised Learning for LLM Fine-Tuning cites this paper.

Goal-Conditioned Supervised Learning for LLM Fine-Tuning Does Few-Shot Learning Help LLM Performance in Code Synthesis?

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-20T22:39:10.080484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b326a2ef-dcfc-490d-a5ad-06a53ea3f3b1 · inbound

Hawk: Harnessing Hardware-Aware Knowledge for High-Performance NPU Kernel Generation cites this paper.

Hawk: Harnessing Hardware-Aware Knowledge for High-Performance NPU Kernel Generation Does Few-Shot Learning Help LLM Performance in Code Synthesis?

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-03T15:08:32.493793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2adc67d3-d119-4985-a1dd-862d8a419a57 · inbound

Hawk: Harnessing Hardware-Aware Knowledge for High-Performance NPU Kernel Generation cites this paper.

Hawk: Harnessing Hardware-Aware Knowledge for High-Performance NPU Kernel Generation Does Few-Shot Learning Help LLM Performance in Code Synthesis?

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-12T08:42:42.063339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3741cfa5-17be-488c-95ca-c17c0dd599d9 · inbound

COMPAS: Difficulty-Aware Joint Search for Optimizing Code Generation cites this paper.

COMPAS: Difficulty-Aware Joint Search for Optimizing Code Generation Does Few-Shot Learning Help LLM Performance in Code Synthesis?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T19:35:27.741292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.