新闻
Pinocchio: Fast Uncertainty Estimates for Black-Box Language Models
arXiv cs.AI · 发布于 · 阅读约3分钟
30秒读懂
- 发生了什么
- Pinocchio is an external calibrator that estimates uncertainty in responses from closed-source language model APIs without requiring access to internal model states.
- 为何重要
- Engineers deploying black-box LLM APIs in high-stakes applications need confidence scores for model outputs to make safer deployment decisions.
- 注意
- The method was trained on seven LLMs and tested on thirteen unseen models; generalization beyond this scope and real-world performance remain to be validated.
- llm
- language model
- fine-tun
- gpt
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