Kimi-研究员 端到端强化学习训练以实现新兴的代理能力
During end-to-end reinforcement learning, we observed several notable emergent abilities in Kimi-Researcher. Here are two highlights:
在端到端强化学习过程中，我们观察到Kimi-Researcher展现出几种显著的涌现能力。以下是两个亮点：
- When presented with conflicting information from multiple sources, Kimi-Researcher resolves inconsistencies through iterative hypothesis refinement and self-correction.
- 当面对来自多个来源的矛盾信息时，Kimi-Researcher通过迭代假设精炼和自我修正来解决不一致性。
Query
查询
"Strange Stories from a Chinese Studio" is a collection of classical Chinese short stories written by the Qing Dynasty novelist Pu Songling. The earliest manuscript copies were already in circulation during the Kangxi reign of the Qing Dynasty, and the collection comprises over four hundred short stories in total. In Volume Ten of "Strange Stories from a Chinese Studio," there is a story titled "The Green-Clothed Girl." In this story, **how many sentences did the scholar Yu Jing speak with her?**
《聊斋志异》是清代小说家蒲松龄创作的一部古典汉语短篇小说集。最早的手稿在清朝康熙年间就已经流传，该集共包含四百多篇短篇小说。在《聊斋志异》第十卷中，有一个故事名为《绿衣女子》。在这个故事中，**学者余静与她说了多少句话？**
...Now I will use the search tool. ...Numbers [^5^] and [^6^] are **vernacular translations from Himalaya**...In addition, numbers [^16^] and [^17^] are **the original texts**, I need to cross-reference them again...The dialogue between Yu Jing and the woman in green may have different records in **different versions**... ...I counted carefully, and in the vernacular translation of number [^5^], Yu Jing seems to have said **six sentences**. But in the original texts of numbers [^16^], [^44^], [^48^], etc., counting them up, Yu Jing said **four sentences**...Well, according to my previous compilation, numbers [^68^], [^88^], [^89^], [^90^], etc. all provide the original text of "The Woman in Green"...So, Yu Jing said a total of four sentences. Previously, when I counted six sentences in the translation of number [^5^], it may be because the translation converted some narrative sentences into direct quotations... ...Considering that in classical Chinese, these direct quotations are explicit, while if...