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Paper Citation Record · LEDGER

How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2411.06424.

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

pith.paper-citation-record.v1
2411.06424 v3

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 2026-08-07T15:42:32.247738Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T13:33:28.458882Z

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 54f4af7d-478a-4730-a630-eaa271f23cca · 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 How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:32.247738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:32.247738Z digest=sha256:ba75c5295f61931e39325d0a671f139638be4e735dde32d0bf3ab20cd7c69f67

Observation f73b6e2d-52b4-4a7e-9544-37726036e853 · inbound

Where Does Toxicity Live? Mechanistic Localization and Targeted Suppression in Language Models cites this paper.

Where Does Toxicity Live? Mechanistic Localization and Targeted Suppression in Language Models How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-06-29T13:33:28.460365Z

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=arxiv_source observed=2026-06-29T13:25:40.986336Z digest=sha256:ef6d07a29651fd5103ede34d721e748e726d538eb7efc09735132aec0b4ec9b2