Paper Citation Record · LEDGER

Principled Data Selection for Alignment: The Hidden Risks of Difficult Examples

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2502.09650.

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

pith.paper-citation-record.v1
2502.09650 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T17:07:06.227106Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T00:37:30.066482Z

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 587ec8ef-4609-4aaa-b72b-9c19191f614d · inbound

Difficulty-Based Preference Data Selection by DPO Implicit Reward Gap cites this paper.

Difficulty-Based Preference Data Selection by DPO Implicit Reward Gap Principled Data Selection for Alignment: The Hidden Risks of Difficult Examples

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-21T23:50:47.602048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2116b96e-ee3c-472a-ad86-24fcc94936e6 · inbound

Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control cites this paper.

Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control Principled Data Selection for Alignment: The Hidden Risks of Difficult Examples

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-22T11:21:28.957156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 920f037d-8d99-4794-8d44-df315aa8d5cd · inbound

DharmaOCR: Specialized Small Language Models for Structured OCR that outperform Open-Source and Commercial Baselines cites this paper.

DharmaOCR: Specialized Small Language Models for Structured OCR that outperform Open-Source and Commercial Baselines Principled Data Selection for Alignment: The Hidden Risks of Difficult Examples

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:20:25.566649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 71147718-e90a-4306-bc05-e8a15b8b11cb · inbound

The Hidden Bias of Process Reward Models:PRISM for Rewarding the Right Reasoning cites this paper.

The Hidden Bias of Process Reward Models:PRISM for Rewarding the Right Reasoning Principled Data Selection for Alignment: The Hidden Risks of Difficult Examples

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-03T00:37:30.067973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.