Author

A.G. Galstyan

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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

#natural language process... Preprint Sep 2026

SGD-KV: Summarization Guided KV Cache Compression

SGD-KV (Summarization-Guided KV Cache Compression), a head-aware framework that leverages a novel chunk-summarization diagnostic task to systematically identify and prioritize attention heads specialized in hierarchical information aggregation, is presented.

Ze-Yu Liu, Woo-Min Song, Xuandi Fu 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