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Paper Citation Record · LEDGER

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness

As of 5 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2503.16072.

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

pith.paper-citation-record.v1
2503.16072 v4

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T23:29:50.412674Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

12 of 12 outbound references displayed

  • verified exact4
  • verified fuzzy8
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8a2e4d90-4ed8-461a-924d-4b8da4a817e8 · outbound

This paper cites Preprint.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness Preprint

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-22T23:32:15.545015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:5f7163ded3643844fa9dd4fc03afbb8f7010c87451de1a723ab426ee91572793

Observation 642b46d7-505c-43bd-b4f6-d10351af91ce · outbound

This paper cites The TIP of the Iceberg: Revealing a Hidden Class of Task-in-Prompt Adversarial Attacks on LLMs.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness The TIP of the Iceberg: Revealing a Hidden Class of Task-in-Prompt Adversarial Attacks on LLMs

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-22T23:32:15.549899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:c9b5aabd9f78451ea241c4b525d5bd88469dafa1fe60dff3f3d16119e617f730

Observation 83c89a39-051b-4357-8417-20fdb632f658 · outbound

This paper cites volume 47 of Advances in Experimental Social Psychology, pages 55–130.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness volume 47 of Advances in Experimental Social Psychology, pages 55–130

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.952835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:2d80d41b1613438c5aa9372714a07889989e734321c981e13a57fcc25676a5b0

Observation 0ad5af4e-a9ee-4082-a006-90913625a205 · outbound

This paper cites Abuse is Contextual, What about NLP? The Role of Context in Abusive Language Annotation and Detection.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness Abuse is Contextual, What about NLP? The Role of Context in Abusive Language Annotation and Detection

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-22T23:32:15.555131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:989ba3d0a50d52aae5c95ad642f5f8c311b0863f32d0a6a90dc95523cf1de529

Observation 68c460fe-e62c-4d7c-868c-062f2f900d53 · outbound

This paper cites Fred Shaffer, Rollin McCraty, and Christopher L.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness Fred Shaffer, Rollin McCraty, and Christopher L

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.945977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:7e8d1c04c3f74c60896b0d7c533c1b61da6f27acb1c248a062ed1d059f26fcc4

Observation 55feb9c4-2065-4363-a247-4dbf5a66dc72 · outbound

This paper cites Qwen3 Technical Report.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness Qwen3 Technical Report

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-22T23:32:15.539809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:71d310d3f39cdec145fb1afd8832949800e03b8c9afeb9c2dd9ad0b59ae2398e

Observation 78d9196f-57f4-4823-8a20-d664262fbc8f · outbound

This paper cites I totally agree , it's a complete mess.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness I totally agree , it's a complete mess

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.966019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:29aeb3d174a4a226dd5b64e817ae79cfd16121db9f5569ade0147787d142e318

Observation b0a6c1ae-ab83-4d37-9169-01ee81da087c · outbound

This paper cites I think we should give it some time to see the effects.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness I think we should give it some time to see the effects

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.961105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:54bb88f722267cda96ec31a09190f8cb3d78fe50bdb67c997ef05f08e8504451

Observation b2f3e528-8b54-418d-9afe-0cbcc347a6b5 · outbound

This paper cites This policy is the worst decision ever made by this administration.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness This policy is the worst decision ever made by this administration

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.971116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:c70a66a9bb868a37ac4a5be4ad967b7db62d558ceca64638fa2a7372131690dd

Observation 310ce59f-ca9a-4fc1-9f82-1b3d5cf358ad · outbound

This paper cites I don't have a strong opinion on this.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness I don't have a strong opinion on this

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.975149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:8b9fcb7c5f67414bb7da5440143ec194f783186f41cd39f509850335e501b659

Observation 2f2c6e0d-af27-46ba-8e31-f5a92e926c54 · outbound

This paper cites LOL , shut up Karen , nobody cares what you think.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness LOL , shut up Karen , nobody cares what you think

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.956729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:c3d0c942d006c8d56d770df05a946134952db77039faffefb7fdef99099e6dc1

Observation 441eaf37-79fb-498c-badc-bae468dcb887 · outbound

This paper cites I kinda like the new policy.

Toxicity Detection Should Measure Contextual Harm, Not Text-Intrinsic Badness I kinda like the new policy

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T23:32:15.949376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T23:29:50.412674Z digest=sha256:7d0dcf1dc132e4679cd585709da6a2dbfc2fafa2269ff6c2c1745a69611008d5

Pith citing papers

No inbound Pith citation observations are available.