Pith. sign in

Paper Citation Record · LEDGER

Toxicity of the Commons: Curating Open-Source Pre-Training Data

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2410.22587.

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

pith.paper-citation-record.v1
2410.22587 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 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:24:12.221598Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T23:25:00.862060Z

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 a8d9c28f-3253-4175-8577-e72be51fdd57 · inbound

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment cites this paper.

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment Toxicity of the Commons: Curating Open-Source Pre-Training Data

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-16T11:24:12.221598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:24:12.221598Z digest=sha256:62b85d9bf91d2e6e6dfd10658e25292d3b3af31fa765087d91d93305092da3c2

Observation 2100cedd-d90d-4a1f-b140-cbeec05e5e12 · inbound

When Bad Data Leads to Good Models cites this paper.

When Bad Data Leads to Good Models Toxicity of the Commons: Curating Open-Source Pre-Training Data

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T23:25:00.868858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T23:25:00.107667Z digest=sha256:8d038812ac135f4061cce148bfe9464b6318a44b1ebac25159c93595a3c8ba21