Paper Citation Record · LEDGER

The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2309.15954.

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

pith.paper-citation-record.v1
2309.15954 v1

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 2026-08-08T06:32:00.761636+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T06:06:17.607509Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:50:12.677797Z

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 b72a6d8e-2bff-4504-9d4f-4c979dce73aa · inbound

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation cites this paper.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.607509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 312dc320-60fe-457b-8e96-7256b5cfb945 · inbound

Multiplicity is an Inevitable and Inherent Challenge in Multimodal Learning cites this paper.

Multiplicity is an Inevitable and Inherent Challenge in Multimodal Learning The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:11.606628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a398f17c-97de-4d16-a9e3-d89174e05c0d · inbound

Data Selection Through Iterative Self-Filtering for Vision-Language Settings cites this paper.

Data Selection Through Iterative Self-Filtering for Vision-Language Settings The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering

Reference 202

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:49:44.966981Z

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.

Observation b1883b40-960d-481d-b662-8a0f9fa465de · inbound

On-Policy Self-Distillation with Sampled Demonstrations Reduces Output Diversity cites this paper.

On-Policy Self-Distillation with Sampled Demonstrations Reduces Output Diversity The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering

Reference 223

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:50:12.679967Z

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.