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Paper Citation Record · LEDGER

Detoxifying Text with MaRCo: Controllable Revision with Experts and Anti-Experts

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2212.10543.

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

pith.paper-citation-record.v1
2212.10543 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:30.991971Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T12:05:21.970294Z

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 9c46c601-880b-470b-8d8a-55e33dd258a3 · inbound

GloSS over Toxicity: Understanding and Mitigating Toxicity in LLMs via Global Toxic Subspace cites this paper.

GloSS over Toxicity: Understanding and Mitigating Toxicity in LLMs via Global Toxic Subspace Detoxifying Text with MaRCo: Controllable Revision with Experts and Anti-Experts

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:30.991971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:30.991971Z digest=sha256:bd89f5ff80989066fe6a00e0e5b7cce7bdafb45c0209665e5c148b8a2c97ce2c

Observation d70635a3-9270-4137-9341-4afd8362b35f · inbound

CausalDetox: Causal Head Selection and Intervention for Language Model Detoxification cites this paper.

CausalDetox: Causal Head Selection and Intervention for Language Model Detoxification Detoxifying Text with MaRCo: Controllable Revision with Experts and Anti-Experts

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-10T12:05:21.973518Z

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=2026-05-10T12:04:13.987667Z digest=sha256:cd0abac85f5c1331068c0db6e304c96f096366deaf02be937fb8d509b22a11fb