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Paper Citation Record · LEDGER

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models

As of 17 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 4 inbound Pith citation observations for arXiv:2501.13976.

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

pith.paper-citation-record.v1
2501.13976 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:22:20.879110Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:25:32.901453Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T00:15:09.611809Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 41f08dd5-0319-4331-929c-61127276d531 · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:21.332892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.773830Z digest=sha256:dc8661651b8a8c9ccee92a80e3da6d25dfaf0659988b7bad3ba556be06eba895

Observation 46b9ccfd-5237-4952-a9bc-680478dbbc9c · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T16:22:20.783425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:22:20.783425Z digest=sha256:f92f85ad21496658c40033601b9e336418ca915443e3741fbee9ce421bfab65a

Observation dcfcc95d-5911-421d-84d0-d195a03cf8c3 · outbound

This paper cites (a) Did you state the full set of assumptions of all theoret- ical results? NA (b) Did you include complete proofs of all theoretical re- sults? NA.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models (a) Did you state the full set of assumptions of all theoret- ical results? NA (b) Did you include complete proofs of all theoretical re- sults? NA

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T16:22:20.791311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:22:20.791311Z digest=sha256:f810dde4e12feefad239cf103417bc3656d43c19d45e11a07213ecef83c88cae

Observation 98503688-19a7-4e4b-87ae-a44d5dfc412b · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:21.253873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.802500Z digest=sha256:ccabaa0022c53e8a7c1c7cecbf95346de108b2b6d1e6c69ebeaec3e8a3a7cd0e

Observation 0c4e38df-2bbc-4812-aa11-68de96bba82c · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:21.221135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.811154Z digest=sha256:e13ef08674e1880bdc16caf3d399ee67875a5f4322ee61c430d27bf0ebd91250

Observation bcd916ca-7c1f-4760-b7c6-f803c9f9f6f4 · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:21.193015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.822498Z digest=sha256:172ee117b53746ac4d14d86c88ca1269ce218fb4691f6fadda7810e21e831946

Observation 05df32f2-9970-4dac-b3a4-b0863b5e9891 · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:21.143250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.846071Z digest=sha256:3806473e487d9589535285df7b248b513fbffc006a08538fa45fd52cf2229d4d

Observation 61ea0985-b00d-4eba-8ec1-752a9893114c · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:21.107735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.852274Z digest=sha256:ab45409c22f4513095b04935b89bd47e281d81ad4ee86668bfa37e0ecc22edb8

Observation 7b458f15-460a-4287-9529-99ae8cb35817 · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:21.072049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.860340Z digest=sha256:264c656edd607e5fb4ff6b73799c257fe206f7adc3e1abd95a2eaf3aa66d1c23

Observation 3867218f-3a5e-4a5d-bc4e-f4df64ba8927 · outbound

This paper cites top 10",.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models top 10",

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T16:22:21.034555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.866696Z digest=sha256:cbc657c187473f830b8bb513a750765fe7a3cd1f3ddebf884d0fe44af044b062

Observation 87c2ef05-5d88-4fdf-837b-293eb4768daf · outbound

This paper cites an unresolved cited work.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T16:22:20.996222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.873052Z digest=sha256:15cd678a0ae04c2ba6ed55adcb312089214c6127d4e748ac398ee24956464a99

Observation ba68d8d1-e98a-4501-adae-ee4c0b6feedb · outbound

This paper cites Without Definition Your task is to classify YouTube videos as Harmful or Harmless based on their metadata.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Without Definition Your task is to classify YouTube videos as Harmful or Harmless based on their metadata

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T16:22:20.968936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.879110Z digest=sha256:83886c01bbea759a16702f5acb24eab83fdb40c4136c431d2fee0fbfc0d3d81f

Observation b71f58fa-8e05-4294-95c5-ea513c03c88c · outbound

This paper cites Harmful" or.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Harmful" or

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T16:22:21.169646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T16:22:20.830892Z digest=sha256:8104228c6d5f55f768d00b5934b42d0ebeba5c0d896c120265186f2f4ba245e1

Observation 48cbdffa-6db0-4dea-9421-54a27d1af176 · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models Flamingo: a Visual Language Model for Few-Shot Learning

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-10T16:22:20.758477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T16:22:20.758477Z digest=sha256:acc14dd7b898c600c99c6138146b21dcfc81384eca9baa9f0c273f14f7104247

Pith citing papers

Observation ebb2c948-16e9-41b2-b114-1302fa2d6533 · inbound

Re-ranking Using Large Language Models for Mitigating Exposure to Harmful Content on Social Media Platforms cites this paper.

Re-ranking Using Large Language Models for Mitigating Exposure to Harmful Content on Social Media Platforms Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T16:25:32.901453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T16:25:32.901453Z digest=sha256:e0962b4e93fb65d7ced0a4667fdd464fa3b046f5eda044dfccfdedda4fe5b984

Observation 949a0161-88c6-4535-8322-7c4bdb5f19b9 · inbound

Beyond Binary Moderation: Identifying Fine-Grained Sexist and Misogynistic Behavior on GitHub with Large Language Models cites this paper.

Beyond Binary Moderation: Identifying Fine-Grained Sexist and Misogynistic Behavior on GitHub with Large Language Models Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T13:39:34.645582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:39:34.645582Z digest=sha256:7dad77dd9a1cf6319152508ea9d6759ba0bda5c0d6d47274c1260ac95c0f8be8

Observation 8c161b20-9612-4af4-83ea-8e70c01b9d39 · inbound

STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems cites this paper.

STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-01T00:15:09.613414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-07-01T00:05:08.730791Z digest=sha256:f0ffb5cadf5f5fc2abb556efbe2e9b3d06dce0464812573b45b7b4a6efd7fc04

Observation 538fb4b7-aee8-49b6-a2b1-5c678a95822b · inbound

SafeLens: Deliberate and Efficient Video Guardrails with Fast-and-Slow Screening cites this paper.

SafeLens: Deliberate and Efficient Video Guardrails with Fast-and-Slow Screening Towards Safer Social Media Platforms: Scalable and Performant Few-Shot Harmful Content Moderation Using Large Language Models

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-20T14:08:21.163024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-20T14:03:56.859481Z digest=sha256:d0493c66c5a3e680ae9772e11fdf4bcafd171edcc729428a39f6b248fd21c58d