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Format Sensitivity Index: Token-Controlled Prompt Wrapper Robustness and Schema

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1 SIGNALFIRST DETECTED 14 July 2026
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28 May
Asking Is Not Enough: Protocol Sensitivity in LLM Confidence Calibration

arXiv:2605.27752v1 Announce Type: new Abstract: LLM confidence calibration is often evaluated by comparing two signals: token-probability scores and verbalized confidence. These

REPORT · WHAT · ArXiv CS.AIOPEN STORY
1 Apr
Structured Intent as a Protocol-Like Communication Layer: Cross-Model Robustness, Framework Comparison, and the Weak-Model Compensation Effect

arXiv:2603.29953v1 Announce Type: new Abstract: How reliably can structured intent representations preserve user goals across different AI models, languages, and prompting

REPORT · HOW · ArXiv CS.AIOPEN STORY
20 Mar
Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization

arXiv:2603.18388v1 Announce Type: new Abstract: Automatic prompt optimization (APO) has emerged as a powerful paradigm for improving LLM performance without manual prompt

REPORT · WHAT · ArXiv CS.AIOPEN STORY
11 Aug
TeXFix-Bench: An Empirically Grounded Multi-Format Benchmark for LLM-Based Document Source Repair

arXiv:2608.07617v1 Announce Type: new Abstract: Scientific and technical writing depends on markup sources that must compile: LaTeX, Typst, and Markdown pipelines fail on missing

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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