Our contributions are three‑fold:
At test time, the controller receives the task prompt, predicts a mask, and activates only the chosen adapters and a subset of transformer layers. This yields : easy examples use fewer layers, while difficult ones trigger deeper processing. ellie nova new
Gone is the hesitant ingénue of her earliest reels. The new Ellie Nova carries herself with a settled confidence, a knowing stillness that speaks louder than any high-energy introduction ever could. In her latest project (currently untitled, but already buzzing across industry watchlists), she sheds her previous archetypes to reveal a raw, almost unsettling authenticity. Our contributions are three‑fold: At test time, the
| Domain | Baseline (Full FT) | Ellie Nova | Δ Performance | Δ Data Req. | Δ Latency | |--------|-------------------|-----------|---------------|-------------|-----------| | PubMedQA | 84.2 % | | +1.4 pp | –23 % | –14 % | | NER‑Bio | 78.5 % | 80.1 % | +1.6 pp | –21 % | –16 % | | ContractNLI | 81.9 % | 82.7 % | +0.8 pp | –24 % | –15 % | | CaseHOLD | 74.3 % | 75.9 % | +1.6 pp | –22 % | –13 % | | Swahili‑NLI | 68.4 % | 70.2 % | +1.8 pp | –25 % | –17 % | | Yoruba‑POS | 71.0 % | 72.5 % | +1.5 pp | –23 % | –14 % | | Average | – | – | +1.8 pp | –23 % | –15 % | The new Ellie Nova carries herself with a