Papers with FlexGuard
FlexGuard: Continuous Risk Scoring for Strictness-Adaptive LLM Content Moderation (2026.acl-long)
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| Challenge: | Existing guardrail models for content moderation assume a fixed definition of harmfulness, but enforced strictness varies across platforms and evolves over time, resulting in brittle moderators. |
| Approach: | They propose a strictness-adaptive LLM moderation benchmark that enables controlled evaluation under multiple strictness regimes. |
| Outcome: | The proposed moderator performs better under one regime and under another, and is more robust under varying strictness. |