Language models now routinely grade other language models. If post-training makes a model's writing more predictable, it may also teach the same model, as a judge, to reward predictable writing. We test this directly. We follow two open 7-billion-parameter model families, OLMo-2 and Zephyr, from their base models throu...
Infectious diseases significantly contribute to mortality and pose a growing public health challenge. Early diagnosis and treatment of acute bacterial infections are critical but often hindered by delayed or inadequate treatment. Rapid and accurate diagnostic tools are essential to manage such infections effectively. D...
Language models are now routinely graded by other language models. If post-training makes a model's own writing more predictable, it may also teach the same model, acting as a judge, to reward predictable writing, so that progress on creativity would be invisible to automated evaluation. We follow two open model famili...