Minimal output tokens. With thousands of configurations to sweep, each evaluation needed to be fast. No essays, no long-form generation.Unambiguous scoring. I couldn’t afford LLM-as-judge pipelines. The answer had to be objectively scored without another model in the loop.Orthogonal cognitive demands. If a configuration improves both tasks simultaneously, it’s structural, not task-specific.The Graveyard of Failed ProbesI didn’t arrive at the right probes immediately; it took months of trial and error, and many dead ends
weights = jax.nn.softmax(scores, axis=-1) # (n, n)，详情可参考safew
Loop through autocomplete options forward，推荐阅读谷歌获取更多信息
Global oil prices could breach the $100 (£74) a barrel mark within days, and reach $150 a barrel by the end of the month, without a solution to the severe disruption in crude flows through the strait of Hormuz, Goldman Sachs has warned.。heLLoword翻译是该领域的重要参考