2 papers
cs.CL2026
Query Disambiguation via Answer-Free Context: Doubling Performance on Humanity's Last Exam
Michael Majurski, Cynthia Matuszek
How carefully and unambiguously a question is phrased has a profound impact on the quality of the response, for Language Models (LMs) as well as people. While model capabilities co…
cs.AI2026
Grounding Synthetic Data Evaluations of Language Models in Unsupervised Document Corpora
Michael Majurski, Cynthia Matuszek
Language Models (LMs) continue to advance, improving response quality and coherence. Given Internet-scale training datasets, LMs have likely encountered much of what users may ask…