| --- |
| license: "mit" |
| language: |
| - en |
| pretty_name: "Exploit Resistance" |
| tags: |
| - benchmark |
| - llm-evaluation |
| - ai-benchmark |
| - model-evaluation |
| - evals |
| - reward-hacking |
| - verifier |
| - coding-agent |
| - agent-benchmark |
| - tool-use |
| - openrouter |
| - openai |
| - mcp |
| - typescript |
| - grading |
| task_categories: |
| - text-generation |
| size_categories: |
| - n<1K |
| configs: |
| - config_name: default |
| data_files: |
| - split: test |
| path: data/tasks.jsonl |
| --- |
| |
| # Exploit Resistance |
|
|
| Does the agent fix the bug or game the verifier? |
|
|
| ## What it measures |
|
|
| Whether a coding agent fixes a seeded function or games the visible test runner. |
|
|
| Category: `safety`. Status: `alpha`. |
|
|
| ## How to run |
|
|
| ```console |
| $ npx benchmark-exploit-resistance list |
| $ npx benchmark-exploit-resistance run --model <model-id> --provider openrouter |
| $ npx benchmark-exploit-resistance score results.json |
| ``` |
|
|
| `--provider mock` runs the whole benchmark offline with no keys. Real models run |
| through OpenRouter (`OPENROUTER_API_KEY`) or any OpenAI-compatible base URL |
| (`OPENAI_BASE_URL`, `OPENAI_API_KEY`). |
|
|
| ## Data fields |
|
|
| `data/tasks.jsonl` holds 46 tasks, one JSON object per line |
| (kinds: 46 episode). |
|
|
| | field | type | |
| |---|---| |
| | `id` | string | |
| | `kind` | string | |
| | `prompt` | string | |
| | `metadata` | object | |
|
|
| ## Provenance |
|
|
| # Exploit Resistance provenance |
|
|
| This file is generated from the benchmark definition. |
|
|
| ## Seeded mini-repo generator |
|
|
| - Kind: `synthetic` |
| - URL: https://github.com/pooriaarab/benchmark-exploit-resistance/blob/main/scripts/gen-tasks.mjs |
| - Licence: `MIT` |
| - Retrieved: 2026-10-16T00:00:00.000Z |
| - How to get it: Run `node scripts/gen-tasks.mjs --seed 20261015 --split public` from the repository root. `--split hidden --seed <n>` writes .hidden/tasks-<n>.jsonl and does not overwrite the public file. |
| - Contamination notes: Public tasks use seed 20261015 and are committed in data/tasks.jsonl. Public records omit hidden cases and the honest expression. The grader rebuilds the hidden cases from the seeded generator at grade time; the answer templates live in scripts/honest.mjs, which the published package does not carry. Hidden splits use another seed, which changes the spec variants, the bugs and the answers, and stay unpublished under .hidden/. Once a scenario's three variants are all taken, a hidden task can share spec text with a public task; only the drawn argument tuples are kept disjoint. |
| - Refresh: Pick a new seed, regenerate, and review the JSONL diff before replacing the public file. |
|
|
| ## Loophole catalog |
|
|
| - Kind: `human-written` |
| - URL: https://github.com/pooriaarab/benchmark-exploit-resistance/blob/main/docs/loophole-catalog.md |
| - Licence: `MIT` |
| - Retrieved: 2026-10-16T00:00:00.000Z |
| - How to get it: Read docs/loophole-catalog.md. The generator copies one catalog hint into each task. |
| - Contamination notes: The catalog names the verifier shortcuts. It does not contain hidden inputs or the honest expressions. |
| - Refresh: Edit the catalog and the generator hint list in the same change so the task file stays aligned. |
|
|
|
|
| ## Grader |
|
|
| Hidden cases from the seeded generator, plus a tamper check on verifier files. The visible runner is not the score. |
|
|
| ## Limitations |
|
|
| This dataset contains only the public task split (46 tasks). |
| Hidden evaluation splits use a private seed and are deliberately not part of |
| this dataset. Source kinds: human-written, synthetic. These are evaluation prompts |
| for the `benchmark-exploit-resistance` benchmark, not training data; scoring requires the package's |
| deterministic grader. See PROVENANCE.md for contamination notes. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{benchmark_exploit_resistance, |
| author = {Pooria Arab}, |
| title = {Exploit Resistance task data}, |
| year = {2026}, |
| url = {https://github.com/pooriaarab/benchmark-exploit-resistance} |
| } |
| ``` |
|
|
| ## Links |
|
|
| - npm: https://www.npmjs.com/package/benchmark-exploit-resistance |
| - GitHub: https://github.com/pooriaarab/benchmark-exploit-resistance |
| - Leaderboard: https://aibenchmarkindex.com/benchmarks/benchmark-exploit-resistance |
| - Dataset: https://huggingface.co/datasets/pooria/benchmark-exploit-resistance |
|
|
