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Mark Sanderson

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#artificial intelligence Review Sep 2026

Overview of the TREC 2025 Million Large Language Models track

The TREC Million LLM Track operationalizes a retrieval-based paradigm in which an assistant agent infers expertise dynamically by examining models'observable behavior, providing the first large-scale benchmark for expertise retrieval in agentic AI.

Evangelos Kanoulas, Panagiotis Eustratiadis, Jamie Callan et al. · 0 citations
Preprint Jul 2026

The Effect of Multi-Lingual and Keyword Adversarial Injection on LLM Relevance Judgment

This work investigates the impact of cross-lingual prompt injection attacks on LLM-based relevance judgments using TREC Deep Learning collections and two open-weight models under established prompting frameworks, and demonstrates that multilingual query-based injections are highly effective in inflating relevance score...

Nguyen-Thanh-Thao Vo, Duy Duong Tuong, Oleg Zendel et al. · 0 citations

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