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cs.LG2026
Soft Contamination Means Benchmarks Test Shallow Generalization
Ari Spiesberger, Juan J. Vazquez, Nicky Pochinkov +4
If LLM training data is polluted with benchmark test data, then benchmark performance gives biased estimates of out-of-distribution (OOD) generalization. Typical decontamination fi…
cs.CY2026
How much technical talent is there? A systematic estimate of the ML research pool among 3 million consultants
Maximilian Schons, Red Bermejo, Florian Aldehoff-Zeidler +4
We identify a substantial pool of technically competent ML research talent (in the low thousands) in companies which offer consulting in machine learning. We systematically searche…