Paper Citation Record · LEDGER

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching

As of 10 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2512.03553.

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

pith.paper-citation-record.v1
2512.03553 v3

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:48:56.838947Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T09:43:22.054789Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T10:58:03.521381Z

Reference resolution

41 of 41 outbound references displayed

verified exact1
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe37ee3c-d14f-4134-9ce9-42faa69e4868 · outbound

This paper cites Advancing Content Moderation: Evaluating Large Language Models for Detecting Sensitive Content Across Text, Images, and Videos.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Advancing Content Moderation: Evaluating Large Language Models for Detecting Sensitive Content Across Text, Images, and Videos

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:52.712658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea923f9-08dc-4c18-b855-2a0c36d16eb6 · outbound

This paper cites HateBERT: Retraining BERT for Abusive Language Detection in English.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching HateBERT: Retraining BERT for Abusive Language Detection in English

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:52.797726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d40dbdb3-c9e9-47f9-9dcf-47bc5d3bb1e6 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:52.894582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48d1aeb8-84b5-446c-a753-55e3e406594e · outbound

This paper cites InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:52.986234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2fca029-712f-4cfe-9d69-cc6c5f6b7842 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.066189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48562fe0-a670-4279-9b96-d3334ea4d242 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.139658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee073fe1-5846-4625-9e01-8b39c42da3c9 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.339212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08d4440c-b941-488c-951b-32031b8124a5 · outbound

This paper cites Measuring the Mental Health of Content Reviewers, a Systematic Review.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Measuring the Mental Health of Content Reviewers, a Systematic Review

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.411229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e37ea69-2ac3-48a0-a257-b915300678f1 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.510633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c04751b-0e76-4803-ab68-00041fcf5084 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 10

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:48:53.592317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 563ccccd-c924-4d77-a31d-4442e06297d5 · outbound

This paper cites TransVCL: Attention-enhanced Video Copy Localization Network with Flexible Supervision.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching TransVCL: Attention-enhanced Video Copy Localization Network with Flexible Supervision

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.690807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fac249c-6b38-42e3-872c-fede6a79f5b8 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Distilling the Knowledge in a Neural Network

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.796784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2a0777c-5441-4717-8f4f-8f4af9a4ec5d · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.889321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55ab50c2-840f-41b0-b57b-518ba743f467 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.989320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 703ac400-91bb-463c-be82-5f5ebf4aaf78 · outbound

This paper cites Predictive Embeddings for Hate Speech Detection on Twitter.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Predictive Embeddings for Hate Speech Detection on Twitter

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.077090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a2765d6-12d6-4ab1-b95b-9d6c870764ab · outbound

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

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Watch Your Language: Investigating Content Moderation with Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.172527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e9cd65a-1c3e-4250-93e7-d689f54b34b3 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.246590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c027ec9-7230-4712-9f53-d51c81a10a89 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching LLaVA-OneVision: Easy Visual Task Transfer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.419889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a867380-2f1b-46d3-a45a-6715c00d19b7 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.480377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6db9a44c-2c2d-4529-842d-0e884870fd48 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.548962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44118290-574c-43ea-b6df-b63e277ef2e2 · outbound

This paper cites VLM as Policy: Common-Law Content Moderation Framework for Short Video Platform.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching VLM as Policy: Common-Law Content Moderation Framework for Short Video Platform

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.598497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57786802-38c3-415d-ac6b-3a41216aaf67 · outbound

This paper cites QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.690268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd9f215-f518-465b-89f0-90d5606f79c4 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.764155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a962b614-0c31-46ad-a938-343a35dd5479 · outbound

This paper cites Malkov and Dmitry A.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Malkov and Dmitry A

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.857675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0376eac0-adc6-4249-9330-61bc3c924d39 · outbound

This paper cites Taber, Andreas Damianou, and Mounia Lalmas.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Taber, Andreas Damianou, and Mounia Lalmas

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:54.942681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9b5baf-df83-4ac1-b5d8-db01d1540c98 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:55.279796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 288e9317-5dee-43f7-bfeb-c03040873476 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:55.383733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d0afa66-08f0-4b4c-a41b-635046680fe9 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:55.478588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41d97590-a2c1-4e0f-9411-2942c8573130 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Robust Speech Recognition via Large-Scale Weak Supervision

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:55.582985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 598aa762-c6fb-4c26-a38e-39ae0f0f2ad0 · outbound

This paper cites 2019.Behind the Screen: Content Moderation in the Shadows of Social Media.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching 2019.Behind the Screen: Content Moderation in the Shadows of Social Media

Reference 31

Resolution: verified exact; doi, observed 2026-08-03T18:54:05.158241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 98adec54-6e9d-4a82-9009-f91bfb280080 · outbound

This paper cites LAION-5B: An open large-scale dataset for training next generation image-text models.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching LAION-5B: An open large-scale dataset for training next generation image-text models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:55.845527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75fa358f-d812-47e5-8d00-6501b4c3046c · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:55.980609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20a0172c-34dc-486f-b5ea-5234f7e825ba · outbound

This paper cites Contrastive Distillation on Intermediate Representations for Language Model Compression.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Contrastive Distillation on Intermediate Representations for Language Model Compression

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:56.113981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427bbfee-080e-4628-ac69-af2051e87cb0 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:56.253448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3662178d-01ae-4912-9baa-3c5beee7eb56 · outbound

This paper cites GPT-4o System Card.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching GPT-4o System Card

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:56.400587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf40a6c-5b43-4f7e-80f1-0be26293a7a8 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:56.520514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 224dd622-3c55-43b0-982b-1d7353519711 · outbound

This paper cites A Survey on Knowledge Distillation of Large Language Models.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching A Survey on Knowledge Distillation of Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:56.595925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7811b92f-8dcc-4244-94dd-5baea9c9c910 · outbound

This paper cites ShieldGemma: Generative AI Content Moderation Based on Gemma.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching ShieldGemma: Generative AI Content Moderation Based on Gemma

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:56.718135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ce3196-e455-4ba9-aa58-69c5f773a7a9 · outbound

This paper cites an unresolved cited work.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:56.838947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77d781a1-2c14-4800-94a8-39159b80bcf4 · outbound

This paper cites A Multimodal CNN-based Tool to Censure Inappropriate Video Scenes.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching A Multimodal CNN-based Tool to Censure Inappropriate Video Scenes

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:53.250738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64eb0a86-50ac-4494-97de-7b159eefea5f · outbound

This paper cites Policy-as-Prompt: Rethinking Content Moderation in the Age of Large Language Models.

Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching Policy-as-Prompt: Rethinking Content Moderation in the Age of Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T18:48:55.145887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 41892f8a-24cf-4c51-99dc-a12c59abf66b · inbound

MLT-Dedup: Efficient Large-Scale Online Video Deduplication via Multi-Level Representations and Spatial-Temporal Matching cites this paper.

MLT-Dedup: Efficient Large-Scale Online Video Deduplication via Multi-Level Representations and Spatial-Temporal Matching Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-07-03T10:58:03.522544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.