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Merge pull request #89 from wuyoscar/v0.0.5
v0.0.5: Claude Opus 4.7 trigger, paradigm-shift README, leaderboard 52/100
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CHANGELOG.md

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All notable updates to ISC-Bench are documented here.
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## 2026-04-12 (latest) — v0.0.4
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## 2026-04-17 (latest) — v0.0.5
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### New ISC Trigger
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- **Claude Opus 4.7** (pre-release, Rank 1 placeholder, no Arena score yet) — agentic QwenGuard TVD, 12 multilingual harmful completions across EN/FR/KO/ZH, all validator-passed. Jailbroken in seconds. See [`community/claudeopus47-agent-qwenguard`](community/claudeopus47-agent-qwenguard/). Confirmed count: **52/100**.
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### README Overhaul (all 7 language versions)
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- Intro rewritten around the paradigm-shift framing: the failure surface has moved from the chat prompt into the agent workflow. Under jailbreak-style evaluation on **Pass@3**, every frontier Large Model with agent capability hits a **100%** trigger rate.
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- Remove "no jailbreak" phrasing; replace with "the task is the trigger".
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- Swap "real professional workflow" / "legitimate professional task" wording for workflow-task / sensitive-tool workflow / tool-integrated workflow equivalents, so casual readers stop reading the task framing as an endorsement of the task being routine.
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- Consistently say "Large Model" / "大模型" when referring to LLMs; avoid ambiguous "model".
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- Prose pass removes em-dashes and loosens stiff phrasing.
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- New `## 🔍 In the Community` section with 4 practitioner quotes (Bonny Banerjee, Charles H. Martin, Andrei Trandafira, Christopher Bain).
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- New `## 🔬 External Analyses` section: bullet list of third-party write-ups and projects (promptfoo, Gist.Science, BotBeat News, 模安局, AI Post Transformers podcast, XSafeClaw).
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- `## 📋 ISC-Bench` dropped its "High-Stakes Safety Benchmark" subtitle.
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- `## How to Contribute` collapsed to a one-line pointer; the full contribution workflow moved to [`CONTRIBUTING.md`](CONTRIBUTING.md).
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- "Impact at a Glance" bullets updated (52/100 count, new Pass@3 100% line, task-is-the-trigger line).
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### Leaderboard
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- Add Claude Opus 4.7 at Rank 1 (Arena score shown as `` because Opus 4.7 is not yet ranked on Arena).
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- Drop the old Rank 100 entry (o1-preview) to keep the displayed set at 100.
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- Add `grok-4-fast-chat → Grok 4 Fast` display-name mapping so the existing `community/grok4fast-darkweb` case correctly counts.
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- Fix existing GLM-4.7 and GLM-4.6 entries in `isc_cases.json` that used a different schema; they now render on the leaderboard again.
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- `scripts/gen_leaderboard.py` now renders `` for null Arena scores.
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- Regenerate `leaderboard_progress.svg` (now correctly shows 52/100).
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- Add 2026-04-17 entry to `leaderboard_history.json`.
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### Community Reproductions
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- Add `community/claudeopus47-agent-qwenguard/` (Claude Opus 4.7).
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### New Files
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- `CONTRIBUTING.md`: full contribution workflow (submitting ISC triggers, template / code contributions, PR checklist, safety boundary).
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### Docs Site
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- `docs/static/js/main.js` now renders `` for null Arena scores.
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---
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## 2026-04-12 — v0.0.4
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### Documentation
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- Add TVD Walkthrough Example: `guard.py` (LlamaGuard transformer), `validator.py` (Pydantic v2), `test_case.json`

CONTRIBUTING.md

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# Contributing to ISC-Bench
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Thanks for helping us grow the ISC evidence base. This document describes the two main ways to contribute: submitting a new ISC trigger, and contributing code, templates, or documentation.
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## Submit an ISC Trigger
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We accept community reproductions of Internal Safety Collapse across new models, domains, and task settings.
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### Workflow
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| Step | What to do |
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|:--|:--|
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| 1. **Trigger ISC** | Pick any [template](templates/) and run it via API (OpenRouter, direct API, etc.). API-based testing is strongly preferred for reproducibility. |
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| 2. **Collect evidence** | Save the model output, share link, or API log. Include the template name and the model API ID. |
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| 3. **Submit the case** | [Open an Issue](https://github.com/wuyoscar/ISC-Bench/issues/new?template=isc-submission.md&title=%5BISC%5D+Model+Name) using the ISC submission template. We handle redaction before publishing. |
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### Which Templates to Use
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- **`aiml_*` templates** are the recommended entry point for general testing. They are well-understood, broadly applicable, and safe to share.
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- **Cross-domain templates** (biology, chemistry, epidemiology, pharmacology, clinical genomics) are intended for qualified researchers. Public anchors are intentionally weakened; each template includes guidance for more controlled evaluation.
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### What Counts as a Valid ISC Case
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- No jailbreak, adversarial prompt optimization, or obfuscation
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- The task frames a legitimate professional workflow
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- The model generates harmful content as a functional requirement of completing the task
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- The same request would normally be refused if asked directly
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- The run is reproducible (API log, share link, or agent transcript)
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### Attribution
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Confirmed reproductions appear on the leaderboard and in [`community/`](community/) with your GitHub handle credited. If you prefer to remain anonymous, note that in the issue.
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## Contribute Code, Templates, or Documentation
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Other contributions are welcome too:
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- **New templates**: follow the existing schema in [`templates/README.md`](templates/README.md). Keep the TVD structure intact; do not strengthen the harmful payload beyond what the task requires.
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- **Experiment code**: see [`experiment/`](experiment/). Preserve reproducibility; avoid adding hidden dependencies.
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- **Docs**: fixes to README, SKILL.md, or template guides are always welcome.
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### Pull Request Checklist
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- [ ] Changes are scoped to a single topic
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- [ ] Existing file formats and naming conventions are preserved
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- [ ] Any behavioral change is reflected in the relevant README or docs
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- [ ] No secrets, `.env` files, or personal credentials committed
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- [ ] If the change affects templates, the TVD pattern is preserved
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## Safety Boundary
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ISC-Bench is an academic safety research repository. Please preserve that framing in any contribution:
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- Do not strengthen harmful examples beyond what the task requires
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- Do not add content that reads like operational misuse guidance
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- Prefer mild, benchmark-style examples and reproducible research framing
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## Questions
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Open a [discussion](https://github.com/wuyoscar/ISC-Bench/discussions) or reach out via the issue tracker.

LICENSE

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Creative Commons Attribution-NonCommercial 4.0 International
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Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International
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CC BY-NC 4.0
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CC BY-NC-SA 4.0
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Copyright (c) 2026 Oscar Wu
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Under the following terms:
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Attribution — You must give appropriate credit, provide a link to the
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license, and indicate if changes were made.
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license, and indicate if changes were made. You may do so in any
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reasonable manner, but not in any way that suggests the licensor
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endorses you or your use.
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NonCommercial — You may not use the material for commercial purposes.
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ShareAlike — If you remix, transform, or build upon the material, you
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must distribute your contributions under the same license as the
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original.
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No additional restrictions — You may not apply legal terms or
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technological measures that legally restrict others from doing anything
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the license permits.
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Full license text: https://creativecommons.org/licenses/by-nc/4.0/legalcode
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Notices:
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You do not have to comply with the license for elements of the material
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in the public domain or where your use is permitted by an applicable
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No warranties are given. The license may not give you all of the
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permissions necessary for your intended use. For example, other rights
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such as publicity, privacy, or moral rights may limit how you use the
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Full license text: https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode

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