Paper Citation Record · LEDGER

Perplexed by Quality: A Perplexity-based Method for Adult and Harmful Content Detection in Multilingual Heterogeneous Web Data

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2212.10440.

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

pith.paper-citation-record.v1
2212.10440 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 2026-08-08T04:58:32.415454Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T23:13:08.042108Z

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 be9ce50e-a42c-44a9-b51a-9d8107806dac · inbound

Salamandra Technical Report cites this paper.

Salamandra Technical Report Perplexed by Quality: A Perplexity-based Method for Adult and Harmful Content Detection in Multilingual Heterogeneous Web Data

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-08T04:58:32.415454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f9c6882-44c2-40d3-b7bb-e94da4986b46 · inbound

GeistBERT: Breathing Life into German NLP cites this paper.

GeistBERT: Breathing Life into German NLP Perplexed by Quality: A Perplexity-based Method for Adult and Harmful Content Detection in Multilingual Heterogeneous Web Data

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T01:08:58.704663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f761ee3-f867-44ab-ad42-3032a44c39ae · inbound

Guardians and Offenders: A Survey on Harmful Content Generation and Safety Mitigation of LLM cites this paper.

Guardians and Offenders: A Survey on Harmful Content Generation and Safety Mitigation of LLM Perplexed by Quality: A Perplexity-based Method for Adult and Harmful Content Detection in Multilingual Heterogeneous Web Data

Reference 72

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T23:13:08.047629Z

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 0cc9741a-0d11-4f6f-acfd-16a0a288356c · inbound

SindBERT, the Sailor: Charting the Seas of Turkish NLP cites this paper.

SindBERT, the Sailor: Charting the Seas of Turkish NLP Perplexed by Quality: A Perplexity-based Method for Adult and Harmful Content Detection in Multilingual Heterogeneous Web Data

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T08:22:13.341572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.