SemTree: Judge-Aware Semantic Decision Trees for Inspectable and Repairable Rule Decisions
cs.LG, cs.AI, cs.CL
Submitted: 2026-09-27
Updated: 2026-09-27
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Sources
- Reasoning Models Don't Always Say What They Think
- LoRA: Low-Rank Adaptation of Large Language Models
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- DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback
- Code-as-Auditor: Executable Compliance Reasoning via Regulation-to-Code
- Concept Bottleneck Models
- Measuring Faithfulness in Chain-of-Thought Reasoning
- Let's Verify Step by Step
- Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse
- VLM as Policy: Common-Law Content Moderation Framework for Short Video Platform
- RuleSafe-VL: Evaluating Rule-Conditioned Decision Reasoning in Vision-Language Content Moderation
- On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning
- To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
- Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting
- LESS: Selecting Influential Data for Targeted Instruction Tuning
- GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning
- EVADE-Bench: Multimodal Benchmark for Evaluating and Enhancing Evasive Content Detection
- CompliBench: Benchmarking LLM Judges for Compliance Violation Detection in Dialogue Systems
- BLM-Guard: Explainable Multimodal Ad Moderation with Chain-of-Thought and Policy-Aligned Rewards
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