Paper Citation Record · LEDGER

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation

As of 13 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2412.13578.

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

pith.paper-citation-record.v1
2412.13578 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:05:51.218187Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T05:41:19.023966Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T16:28:38.997528Z

Reference resolution

48 of 48 outbound references displayed

verified exact4
verified fuzzy0
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 623c9cb0-01fd-4271-92c5-8b2f20f9c90b · outbound

This paper cites online" 'onlinestring :=.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.908710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56d486f2-c986-4878-889b-d4244e5c332b · outbound

This paper cites write newline.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.915364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f18da33-7261-40c3-b54e-83108e5ac984 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.924607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bb9ed85-877f-49d5-a98f-bf859a27e18e · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:05:52.285131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c4ec0fb5-bcf4-4f2c-b401-226101b3543d · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.937965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cc4df94-2a20-4584-baf1-3fd833204099 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.944763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89885efe-3095-4c42-9db5-37e713ce31e4 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.950764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cf352f8-42ed-4268-a1dc-ae25db7f97d6 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.957609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad96041e-4203-43c0-a229-b773efd393ac · outbound

This paper cites Detecting Hate Speech with GPT-3.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Detecting Hate Speech with GPT-3

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.963149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 156d3c51-47e3-49cf-813a-e0291824574b · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.969147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b106c710-1782-4707-b517-2d76fbb50336 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.975971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a0cb885-c18e-49a0-a916-5fa9518ea2eb · outbound

This paper cites CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.981100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 469976b8-7a2d-4ad8-9504-3162feac56a0 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.986403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75c2b409-d637-4a32-b885-1d5e657a730c · outbound

This paper cites Haimson, Daniel Delmonaco, Peipei Nie, and Andrea Wegner.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Haimson, Daniel Delmonaco, Peipei Nie, and Andrea Wegner

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.991642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e1c92dc-38e0-40c9-8b8a-70c5b75a891f · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:50.996811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd6abd28-a227-4b38-a9b5-dcff537a054a · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.001759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c3d7ddf-09db-4d49-9ac9-c2c47aafa917 · outbound

This paper cites Content Moderation by LLM: From Accuracy to Legitimacy.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Content Moderation by LLM: From Accuracy to Legitimacy

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.006971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67a8367c-26f4-4fc8-a163-8f25c26aea05 · outbound

This paper cites Empirical Evaluation of Public HateSpeech Datasets.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Empirical Evaluation of Public HateSpeech Datasets

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:05:52.087143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a84b8cb8-7b04-4f14-8886-4a9a148a57d5 · outbound

This paper cites Mistral 7B.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Mistral 7B

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.019939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe28b67-e6a2-43e2-8bab-b5ea82130382 · outbound

This paper cites Measuring a hate speech spectrum with faceted Rasch item response theory and perspective-aware, explainable-by-design deep learning.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Measuring a hate speech spectrum with faceted Rasch item response theory and perspective-aware, explainable-by-design deep learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.025860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 477e967e-ab82-4e52-9322-0277f751a619 · outbound

This paper cites Evaluating the Efficacy of Large Language Models in Detecting Fake News: A Comparative Analysis.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Evaluating the Efficacy of Large Language Models in Detecting Fake News: A Comparative Analysis

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.031770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5e43d27-0835-446b-bf59-9bea52083cbe · outbound

This paper cites Watch Your Language: Investigating Content Moderation with Large Language Models.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Watch Your Language: Investigating Content Moderation with Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.037671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11bc6e1-db80-4de5-b448-cfcdb0461f9f · outbound

This paper cites Designing Toxic Content Classification for a Diversity of Perspectives.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Designing Toxic Content Classification for a Diversity of Perspectives

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:05:51.979088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b6e9ce78-8829-438a-b1b6-272ef4a49404 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.049486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1df426b5-f6e0-446e-9b6f-cca1120d9f0a · outbound

This paper cites Evaluating Cultural Adaptability of a Large Language Model via Simulation of Synthetic Personas.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Evaluating Cultural Adaptability of a Large Language Model via Simulation of Synthetic Personas

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.054760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26c9f0c5-b035-491f-8c0f-637bbee33c66 · outbound

This paper cites Exploring Cross-Cultural Differences in English Hate Speech Annotations: From Dataset Construction to Analysis.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Exploring Cross-Cultural Differences in English Hate Speech Annotations: From Dataset Construction to Analysis

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.065979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 306160ea-107b-4f01-ad68-435505c5f53a · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.073837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48f75996-e489-45d7-8c6f-33c21026140b · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.080792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56d9c02e-7034-4b05-9979-fe82ac170210 · outbound

This paper cites Detect, Investigate, Judge and Determine: A Knowledge-guided Framework for Few-shot Fake News Detection.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Detect, Investigate, Judge and Determine: A Knowledge-guided Framework for Few-shot Fake News Detection

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.088509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfc9562d-14a8-4e1c-b692-768d12d2bce8 · outbound

This paper cites LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.094028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9229ee25-e6a6-411d-99c5-e9dcfd3705f3 · outbound

This paper cites Adapting Large Language Models for Content Moderation: Pitfalls in Data Engineering and Supervised Fine-tuning.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Adapting Large Language Models for Content Moderation: Pitfalls in Data Engineering and Supervised Fine-tuning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.100865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f947dbe-744a-4612-b76a-f139244eeb35 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:05:52.225046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5fa4d25c-0f5c-41d9-a824-ca116a0b1870 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.113275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a6ba97-370a-4585-ac68-373ff0abfbe3 · outbound

This paper cites Cultural Conditioning or Placebo? On the Effectiveness of Socio-Demographic Prompting.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Cultural Conditioning or Placebo? On the Effectiveness of Socio-Demographic Prompting

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.119077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ac00988-6772-440f-8c29-492c9479aa61 · outbound

This paper cites Fine-Tuning Llama 2 Large Language Models for Detecting Online Sexual Predatory Chats and Abusive Texts.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Fine-Tuning Llama 2 Large Language Models for Detecting Online Sexual Predatory Chats and Abusive Texts

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.125261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e48f5052-dfa7-4bcd-a7b3-173ea566f7e1 · outbound

This paper cites GPT-4 Technical Report.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation GPT-4 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.130429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a893533-f13e-4598-a5dc-ae0cdc04393e · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.136414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fb4c9ce-b867-4b36-81d6-babf8351a8d3 · outbound

This paper cites LLMs Among Us: Generative AI Participating in Digital Discourse.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation LLMs Among Us: Generative AI Participating in Digital Discourse

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.142086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7013c52f-32df-4054-a2f6-857a2ea7f41d · outbound

This paper cites Smith, and Yejin Choi.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Smith, and Yejin Choi

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.147595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7729faac-0160-4be2-a3bb-18bc9e94639f · outbound

This paper cites Beyond Memorization: Violating Privacy Via Inference with Large Language Models.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Beyond Memorization: Violating Privacy Via Inference with Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.152903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34f9d13c-026d-4ed5-9eb4-8c159fc209fd · outbound

This paper cites FEVER: a large-scale dataset for Fact Extraction and VERification.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation FEVER: a large-scale dataset for Fact Extraction and VERification

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.158276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c6bc5e9-b5d1-4bc1-a826-2ac4b357fa4c · outbound

This paper cites Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Simulating Social Media Using Large Language Models to Evaluate Alternative News Feed Algorithms

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.163688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fd334d0-7413-41f0-aea0-89609ecf50bc · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:05:52.204633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 44258892-16fa-4752-950c-cd55767ebc5b · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.176617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85bc3d9d-a14d-4833-89d6-8c39b8b465d8 · outbound

This paper cites Towards generalisable hate speech detection: a review on obstacles and solutions.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Towards generalisable hate speech detection: a review on obstacles and solutions

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:05:51.509887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2566f121-2f8b-4ce2-a4ff-4503998d1f48 · outbound

This paper cites an unresolved cited work.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Unresolved cited work

Reference 46

Resolution: verified exact; doi, observed 2026-08-11T13:05:51.266454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 91206ef2-6d08-473d-b0ff-a1788a94759d · outbound

This paper cites A Synthetic Dataset for Personal Attribute Inference.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation A Synthetic Dataset for Personal Attribute Inference

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.196116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 414a232e-78d6-4f9b-b335-c607ec1fb554 · outbound

This paper cites Don't Go To Extremes: Revealing the Excessive Sensitivity and Calibration Limitations of LLMs in Implicit Hate Speech Detection.

Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation Don't Go To Extremes: Revealing the Excessive Sensitivity and Calibration Limitations of LLMs in Implicit Hate Speech Detection

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T13:05:51.218187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4989813a-a27a-42dc-a65e-d0dd984593c7 · inbound

Mod-Guide: An LLM-based Content Moderation Feedback System to Address Insensitive Speech toward Indigenous Ethnic and Religious Minority Communities cites this paper.

Mod-Guide: An LLM-based Content Moderation Feedback System to Address Insensitive Speech toward Indigenous Ethnic and Religious Minority Communities Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-07-03T16:28:38.999609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.