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arXiv3h ago
4.5

Inclusion-of-Thoughts: Mitigating Preference Instability via Purifying the Decision Space

Mohammad Reza Ghasemi Madani, Soyeon Caren Han, Shuo Yang, Jey Han Lau

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty5/10
Categorypaper
Topics
reasoningevaluation

Opportunity Brief

Build an 'IoT-wrapper' for inference APIs that filters distractors in MCQs before the LLM processes them. This will increase robustness for automated exam-taking agents.

Suggested repo: think-filter

"Make your LLM immune to distracting multiple-choice noise."

Estimated effort: 20h