Author

Rahul Gupta

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Preprint Aug 2026

From Interpretability to Control: Insights from Six Years of the TrustNLP Workshop

Analysis from the classification study reveals that truthfulness is the fastest-growing dimension, fairness remains the most consistent theme, and explainability exhibits a U-shaped trajectory; declining as post-hoc methods lost relevance but resurging in 2026 through mechanistic interpretability.

Rahul Gupta, Abhinav Mohanty, Anaelia Ovalle et al. · 0 citations

Preprint Jul 2026

Code Monitor Red Teaming for Public-Test-Passing Code

This work introduces Code Monitor Red Teaming, a monitor-red-teaming protocol that fixes a public-check information boundary while varying generator pressure, verifier scaffolding, and weak-to-strong capability.

Jun-Hui Liao, Jiawen Deng, Fuji Ren et al. · 0 citations

Conference Open access 2026

AutoSUIT Bench - Automated Security UnIt Test Benchmark for LLM Coding

Upon benchmarking against LLMs, it is found that functionality pass rate is consistently higher than vulnerability pass rate for all programming languages, highlighting the necessity of vulnerable code benchmarks with larger CWE coverage.

Samuel Osebe, Fan Yang, Junyi Li et al. · Annual Meeting of the Associ... · 0 citations