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RSI-Exam 0.1 (Private 53)
Agents · 2026-08-26
AIMING Lab (UNC-Chapel Hill)'s RSI-Exam 0.1 asks whether an agent can improve an executable research artifact over a long horizon. Each of 88 tasks in six domains (AI models and agents, physical sciences and engineering, optimization and control, systems and hardware, life sciences and medicine, and finance, law and business) hands the agent a weak but working method, or a harness that drives a frozen model, to improve for up to 12 hours against a visible split with network access limited to its model provider; the verifier then reruns the submitted artifact once, offline, on a sealed hidden split. Each task's native metric is mapped onto frozen anchors: the inherited starter is 0, a frontier-calibrated reference is 0.6 where the task defines one, and the upper bound is 1, with an exponential tail that approaches but never reaches 1 when no finite bound exists. This is the equal-weight mean over the 53 held-back private tasks, from one rollout per model and task; with the 35 public tasks it makes up the Full 88 score.
Benchmark source: Rsi Exam
Top models (higher is better)
| Model | Score | Source |
|---|
| Claude Opus 5.5 | 0.5 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| GPT-6 Astra | 0.5 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Claude Fable 5.1 | 0.5 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Gemini 4 Argon | 0.5 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Claude Opus 5 | 0.5 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| GPT-5.6 Sol | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| GLM-5.3 | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Kimi K3 | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Muse Spark 1.3 | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Grok 4.7 | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Qwen3.8 Max (0902) | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Grok 4.6 | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Gemini 3.8 Flash | 0.4 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| GPT-5.5 | 0.3 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Step 5 Preview | 0.3 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Qwen3.8-Max | 0.3 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |
| Gemini 3.7 Flash | 0.3 | RSI-Exam 0.1 leaderboard, Private tab (snapshot 2026-11-02) · AIMING Lab (UNC-Chapel Hill) |