当云端API成本飙升，本地运行开源模型完成编程任务或将成主流趋势。
There's extreme price escalation on part of Anthropic, with token spend now approaching levels that have made many-an-enterprise scratch their heads. …
ACL 2026 论文：知识对齐的学生错误模拟器，精准生成开放式编程任务中的学生典型错误，助力智能教育评估
arXiv:2601.06633v2 Announce Type: replace Abstract: Open-ended tasks, such as coding problems that are common in computer science education, provide d…
LLM代理在信息获取中如何权衡成本与不确定性？新研究提出“校准-然后行动”方法，解决何时停止探索并提交答案的难题。
arXiv:2602.16699v3 Announce Type: replace Abstract: LLM agents are deployed in environments where they must interact to acquire information. In these …