My first instinct was creativity. I had models generate poems, short stories, metaphors, the kind of rich, open-ended output that feels like it should reveal deep differences in cognitive ability. I used an LLM-as-judge to score the outputs, but the results were pretty bad. I managed to fix LLM-as-Judge with some engineering, and the scoring system turned out to be useful later for other things, so here it is:
The clean-up step may seem strange, but it’s a memory-usage optimization. When a language runtime executes a series of function calls it does not need to keep already-exited stack frames around. Branching function calls only form a tree in the time dimension; at any given snapshot in time there exists only a single stack of function calls in memory, tracing the current path through the tree. If we did not set our child frames to null we would end up building the whole tree up in memory and retaining it until the recursive processing is complete. Removing references to them allows the runtime to reclaim their memory at its leisure. If you’ve ever wished that you could deal with manual memory management in JavaScript, now’s your chance!
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过去一年,海军航空兵某团教学团队将作风养成、纪律约束融入每一架次起降、每一堂教学、每一次训练,将巩固纯洁光荣、赓续优良传统融入人才培养全过程。担任飞行教官的团参谋长李昭代表说:“我们要以自我革命精神全面检视教学理念、训练作风、人才培养链路,锻造一批批政治过硬、本领高强、作风优良的海空新锐。”
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