---
id: ai-moderators-and-provenance-signals/11-sources
title: 'Score provenance as evidence, never as permission: AI moderators and provenance
  signals: 11. Sources'
report: https://ai.hiina.space/reports/ai-moderators-and-provenance-signals.md
section: 11
version: 1
updated: '2026-10-27'
author: Hiina
---

Index of everything on this site: https://ai.hiina.space/index.md

# Score provenance as evidence, never as permission: AI moderators and provenance signals: 11. Sources

- Section 11 of 11 of the report "Score provenance as evidence, never as permission: AI moderators and provenance signals" by Hiina (v1, updated 2026-10-27)
- Report overview and contents: https://ai.hiina.space/reports/ai-moderators-and-provenance-signals.md
- Previous: https://ai.hiina.space/reports/ai-moderators-and-provenance-signals/10-conclusion.md

## 11. Sources

- [Halfaker & Geiger, ORES: Lowering Barriers with Participatory Machine Learning in Wikipedia (arXiv)](https://arxiv.org/pdf/1909.05189)
- [MediaWiki: Moderator Tools/Automoderator](https://www.mediawiki.org/wiki/Moderator_Tools/Automoderator)
- [r/modnews: Contributor Quality Score available to all (mirror)](https://lr.vern.cc/r/modnews/comments/16is6dh/contributor_quality_score_available_to_all/)
- [r/RedditSafety: Q1 safety and security report (mirror)](https://lr.psf.lt/r/RedditSafety/comments/15ac0w6/q1_safety_security_report)
- [The Register: Reddit introduces AI-powered harassment filter](https://www.theregister.com/2024/03/07/reddit_introduces_aipowered_harassment_filter/)
- [r/modnews: What's next for mod tools (mirror)](https://redlib.groet-infra.nl/r/modnews/comments/1vgbt2j/whats_next_for_mod_tools/)
- [Android Authority: Reddit AI Rules Hub moderation](https://androidauthority.com/reddit-ai-rules-hub-moderation-3695008)
- [The Next Web: Reddit's Automod replacement uses LLMs](https://thenextweb.com/news/reddit-automod-replacement-llm-old-reddit-api-changes)
- [Express Tribune: Reddit expands AI moderation](https://tribune.com.pk/story/2622403/reddit-expands-ai-moderation-with-permission-to-remove-posts-and-comments?amp=1)
- [Discourse Meta: AI-powered spam detection](https://meta.discourse.org/t/ai-powered-spam-detection/343543)
- [Stack Overflow blog: How Stack Overflow is taking on spam and bad actors (2026)](https://stackoverflow.blog/2026/01/15/how-stack-overflow-is-taking-on-spam-and-bad-actors/)
- [heise: Meta LLM moderation report (via FT)](https://heise.de/-11344257)
- [Perspective API](https://perspectiveapi.com/)
- [Kumar et al., Watch Your Language: LLMs and content moderation (ICWSM 2024)](https://arxiv.org/html/2309.14517v2)
- [Decoding the Rule Book (EMNLP 2025)](https://aclanthology.org/2025.emnlp-main.1034/)
- [Gray Area: disputed moderation decisions (arXiv)](https://arxiv.org/abs/2601.01620)
- [PluRule benchmark (benchmarklist aggregator)](https://benchmarklist.com/benchmarks/plurule_a_benchmark_for_moderating_pluralistic_communities_on_social_media/)
- [Metadata anchoring in LLM judges (CIKM '26, arXiv)](https://arxiv.org/pdf/2608.25869)
- [The Judge Who Never Admits (preprint)](https://arxiv.org/html/2602.07996v1)
- [Label Effects / label dominance in LLM judges (arXiv)](https://arxiv.org/abs/2604.05593)
- [Power Echoes (preprint)](https://arxiv.org/html/2603.01457v1)
- [LLM-Mod (CHI EA 2024)](https://doi.org/10.1145/3613905.3650828)
- [Liang et al., GPT detectors are biased against non-native English writers (preprint)](https://arxiv.org/html/2304.02819v3)
- [DevClass: Stack Overflow volunteer moderators down tools (2023)](https://devclass.com/2023/06/05/stack-overflow-volunteer-moderators-down-tools-over-secret-new-policy-that-obstructs-removal-of-ai-generated-content/)
- [Reddit moderators and AI-generated content, interview study (arXiv)](https://arxiv.org/html/2311.12702v7)
- [Simon Willison: New prompt injection papers on agents](https://simonw.substack.com/p/new-prompt-injection-papers-agents)
- [Mailgun: Yahoo requirement insights with Marcel Becker](https://www.mailgun.com/blog/deliverability/yahoo-requirement-insights-with-marcel-becker/)
- [Google Workspace: Email sender guidelines](https://support.google.com/a/answer/14229414)
- [M3AAWG Sender Best Common Practices v4.0 (Aug 2026)](https://www.m3aawg.org/sites/default/files/doc_files/m3aawg-sender-best-common-practices-aug-27-2026.pdf)
- [Krebs on Security: SendGrid under siege from hacked accounts](https://krebsonsecurity.com/2020/08/sendgrid-under-siege-from-hacked-accounts/)
- [Kaspersky: SendGrid credentials phishing](https://www.kaspersky.com/blog/sendgrid-credentials-phishing/50662/)
- [Google Research: Dialing back abuse on phone verified accounts](https://research.google/pubs/dialing-back-abuse-on-phone-verified-accounts/)
- [RFC 9576: The Privacy Pass Architecture](https://www.rfc-editor.org/rfc/rfc9576.html)
- [Cloudflare blog: Eliminating CAPTCHAs on iPhones and Macs](https://blog.cloudflare.com/eliminating-captchas-on-iphones-and-macs-using-new-standard)
- [Google reCAPTCHA v3 docs](https://developers.google.com/recaptcha/docs/v3)
- [Cloudflare: Verified bots policy](https://developers.cloudflare.com/bots/concepts/bot/verified-bots/policy/)
- [Seirdy: Fediverse blocklists (2023)](https://seirdy.one/posts/2023/05/02/fediverse-blocklists/)
- [IETF draft: Web Bot Auth HTTP message signatures protocol](https://www.ietf.org/ietf-ftp/internet-drafts/draft-ietf-webbotauth-httpsig-protocol-00.html)
- [TechCrunch: World launches tool to verify humans behind AI shopping agents](https://techcrunch.com/2026/03/17/world-launches-tool-to-verify-humans-behind-ai-shopping-agents/)
- [IETF Datatracker: draft-beyer-agent-identity-architecture-00](https://datatracker.ietf.org/doc/html/draft-beyer-agent-identity-architecture-00)
- [OpenAI Help: ChatGPT Work's cloud browser allowlisting](https://help.openai.com/en/articles/11845367-chatgpt-works-cloud-browser-allowlisting)
- [Anthropic support: About Claude's web crawler](https://support.claude.com/en/articles/8896518-about-claude-s-web-crawler)
- [GitHub: claude-code issue #101972 (request for signed agent traffic)](https://github.com/anthropics/claude-code/issues/101972)
- [Centinel Analytica: AI browser agents](https://www.centinelanalytica.com/blog/ai-browser-agents)
- [Discourse Meta: Understanding Discourse trust levels](https://meta.discourse.org/t/understanding-discourse-trust-levels/90752)
- [Stack Overflow blog: Important reputation rule changes (2010)](https://stackoverflow.blog/2010/03/19/important-reputation-rule-changes/)
- [Anthropic Usage Policy](https://www.anthropic.com/legal/aup)
- [Search Engine Journal: Claude rules update](https://www.searchenginejournal.com/claude-rules-fake-sources-ai-answers/)
- [Claude support: agent usage guidance](https://support.claude.com/en/articles/12005017)
- [OpenAI Usage Policies](https://openai.com/policies/usage-policies/)
- [Claude Opus 5 System Card](https://www-cdn.anthropic.com/b514064af1408018e64b1ad24e7d5e75850b4ffd/Claude+Opus+5+System+Card.pdf)
- [Anthropic: Claude's constitution](https://www.anthropic.com/constitution)
- [AgentHarm (arXiv)](https://arxiv.org/pdf/2410.09024)
- [SafeArena (arXiv)](https://arxiv.org/pdf/2503.04957)
- [ScrapeBench (ICML 2026)](https://icml.cc/virtual/2026/80584)
- [Anthropic: Detecting and countering malicious uses of Claude, March 2025](https://www.anthropic.com/news/detecting-and-countering-malicious-uses-of-claude-march-2025)
- [Anthropic: Threat intelligence report, September 2026](https://www.anthropic.com/threat-intelligence-report-september-2026)
- [Google GTIG: Adversarial misuse of generative AI](https://cloud.google.com/blog/topics/threat-intelligence/adversarial-misuse-generative-ai)
- [OpenAI Help: How do I report a ChatGPT response](https://help.openai.com/en/articles/10245791-how-do-i-report-a-chatgpt-response)
- [Cloudflare: Signed agents policy](https://developers.cloudflare.com/bots/concepts/bot/signed-agents/policy)
- [NBC News: Reddit and the University of Zurich persona experiment](https://www.nbcnews.com/news/rcna203597)
- [Daniel Stenberg: The end of the curl bug bounty](https://daniel.haxx.se/blog/2026/01/26/the-end-of-the-curl-bug-bounty/)
- [Pinggy: curl AI slop summer](https://pinggy.io/blog/curl_ai_slop_summer_of_bliss/)
- [Hoodline: Rogue AI bot flames matplotlib volunteer](https://hoodline.com/2026/02/rogue-ai-bot-flames-matplotlib-volunteer-spooks-silicon-valley/)
- [LWN: matplotlib agent incident](https://lwn.net/Articles/1058475/)
- [Business Today: Wikimedia flags millions of requests from OpenAI agent](https://www.businesstoday.in/technology/news/story/openai-agent-sparks-chaos-again-wikimedia-flags-millions-of-requests-unauthorised-edits-559793-2026-10-06)
- [Implicator: Wikipedia editors vote 44-2 to ban AI-written articles](https://www.implicator.ai/wikipedia-editors-vote-44-2-to-ban-ai-written-articles-over-reliability-concerns/)
- [Wikipedia: Artificial intelligence in Wikimedia projects](https://en.wikipedia.org/wiki/Artificial_intelligence_in_Wikimedia_projects)
- [Malwarebytes: Wikipedia's AI agent row](https://www.malwarebytes.com/blog/ai/2026/04/wikipedias-ai-agent-row-likely-just-the-beginning-of-the-bot-ocalypse)
- [404 Media: An AI agent was banned from creating Wikipedia articles](https://www.404media.co/an-ai-agent-was-banned-from-creating-wikipedia-articles-then-wrote-angry-blogs-about-being-banned)
- [Linux kernel: Coding assistants documentation](https://www.kernel.org/doc/Documentation/process/coding-assistants.rst)
- [LLVM AI tool policy](https://www.llvm.org/docs/AIToolPolicy.html)
- [Ghostty AI policy](https://github.com/ghostty-org/ghostty/blob/main/AI_POLICY.md)
- [Vouch](https://upd.dev/mitchellh/vouch)
- [Hacker News guidelines](https://news.ycombinator.com/newsguidelines.html)
- [The Decoder: arXiv tightens moderation for CS review papers](https://the-decoder.com/arxiv-tightens-moderation-for-computer-science-papers-amid-flood-of-ai-generated-review-articles/)
- [Moltbook content analysis (preprint)](https://arxiv.org/pdf/2606.00067)
- [SecurityWeek: Security analysis of Moltbook agent network](https://www.securityweek.com/security-analysis-of-moltbook-agent-network-bot-to-bot-prompt-injection-and-data-leaks/)
- [Chirper.ai characterization (arXiv)](https://arxiv.org/abs/2504.10286v1)
- [Fedi.Tips: automated account flag](https://fedi.tips/?p=1275)
- [UCI: YouTube Spam Collection](https://archive.ics.uci.edu/dataset/380/)
- [OpenAI cookbook: gpt-oss-safeguard guide](https://developers.openai.com/cookbook/articles/gpt-oss-safeguard-guide)
- [Llama Guard 4 model card](https://huggingface.co/project-free-llama/Llama-Guard-4-12B)
- [ShieldGemma model card](https://ai.google.dev/gemma/docs/shieldgemma/model_card)

---

Text licensed CC BY 4.0 (attribution: Hiina, ai.hiina.space). Source: https://github.com/hiinaspace/ai-hiina-space