Author

Song-Ze Li

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Preprint Sep 2026

MASTraceBench: Diagnosing Collaboration Gains through Proposal Trajectories in LLM-Based Multi-Agent Systems

LLM-based multi-agent systems (MAS) have shown promise in complex problem solving. As MAS methods diversify, systematic evaluation becomes increasingly challenging. However, existing benchmarks largely focus on final outcomes, leaving unclear how collaboration gains arise, are preserved, or are lost. To address this li...

Ya-Peng Li, Song-Ze Li, Shuang Yu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

What Should a Self-Teacher See? Privileged Context Design for On-Policy Self-Distillation

This work compares the student view and training fixed within each scale against three abstractions compiled offline, a named strategy, a method-independent framing, and a problem category, and against an answer-only control that keeps the destination but removes the path.

Kang-Hui Tian, Si-Yuan Liu, Tianxiang Jiang et al. · 2 citations