Author

A.G. Galstyan

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Preprint Aug 2026

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

The Workshop on Trustworthy Natural Language Processing (TrustNLP), co-located with major ACL conferences since 2021, has grown from 8 proceedings papers to 41 over six editions, documenting a field-wide transition from post-hoc interpretability of static models to mechanistic understanding and proactive control of gen...

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