ODE Identifiability Available Case Domain-Anonymized - FNR: leaderboard
ODE Identifiability Available Case Domain-Anonymized - FNR: Parameter classification FNR (%). ODE identifiability arXiv 2611.14184v1: 88 scenarios, 696 parameter-level references, ten repeated stateless requests/condition. Exact ASU gateway IDs and completion denominators are pinned in S2 Table. API observations retain gateway identity instead of asserting a provider-pinned backend. Complete six-model comparison S4 stays separate from incomplete exploratory Table 2; Domain-Aware and Domain-Anonymized prompts separate. Accuracy means ten-run percentages. FPR/FNR are false-positive/false-negative rates, lower is better; class recall is higher. GPT thinking medium/high explicit reasoning_effort; other provider defaults unreported.
Metric: Parameter classification FNR (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 5 | 2.16 | #20 |
| 2 | GPT-5.5 (High) | 5.2 | #48 (GPT-5.5) |
| 3 | Claude Sonnet 5 | 7.45 | #108 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=ode-identifiability-available-case-domain-anonymized-fnr · How It Works · Data refreshed daily, snapshot 2026-11-12.