Papers with Functional Sensitivity
Safety-Utility Conflicts Are Not Global: Surgical Alignment via Head-Level Diagnosis (2026.acl-long)
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| Challenge: | Existing mitigation strategies rely on global gradient geometry to resolve alignment conflicts . however, they overlook Modular Heterogeneity within Transformers, resulting in suboptimal trade-offs . Conflict-Aware Sparse Tuning (CAST) combines head-level diagnosis with sparse fine-tuning . |
| Approach: | They propose a framework that integrates head-level diagnosis with sparse fine-tuning to address this limitation. |
| Outcome: | The proposed framework integrates head-level diagnosis with sparse fine-tuning to reduce alignment conflicts in LLMs. |