We present GoLLIE, a Large Language Model trained to follow annotation guidelines. GoLLIE outperforms previous approaches on zero-shot Information Extraction and allows the user to perform inferences with annotation schemas defined on the fly.

2023年10月5日 · In this paper, we propose GoLLIE (Guideline-following Large Language Model for IE), a model able to improve zero-shot results on unseen IE tasks by virtue of being fine-tuned to comply with annotation guidelines.

The Gollie is a mixed breed dog — a cross between the Golden Retriever and Collie dog breeds. Loving, clever, and energetic, these pups inherited some of their parents’ best qualities.

To address these issues, we present GoLLIE, a Large Language Model trained to follow annotation guidelines. GoLLIE outperforms previous approaches on zero-shot Information Extraction and allows the user to perform inferences with annotation schemas defined on the fly.

2024年8月16日 · The Gollie is the particularly adorable crossbreed of a Golden Retriever and a Collie. Does this sound like your type of dog? Scroll on down to keep learning more.

2025年1月23日 · The Gollie lends the keenness of the Collie with the steadfastness of the golden retriever, making a highly trainable dog.

2024年5月8日 · Are you considering adding a Gollie to your family? These charming hybrid dogs are a mix between a Golden Retriever and a Collie, combining the best traits of both breeds. In this guide, we will delve into the appearance, history, temperament, health, exercise, training, grooming, and nutrition needs of the Gollie.

2024年7月20日 · 在本文中，我们提出了 gollie（ie 大型语言模型指南），该模型能够通过微调以符合注释指南，从而改进未见过的 ie 任务的零样本结果。综合评估经验表明，gollie 能够泛化并遵循看不见的准则，优于之前零样本信息提取的尝试。

gollie是一种遵循注释指南进行信息抽取的大规模语言模型，在零样本信息抽取方面优于以往方法。 它允许用户根据即时定义的注释模式进行推断，不仅依赖已编码知识。

We present GoLLIE, a Large Language Model trained to follow annotation guidelines. GoLLIE outperforms previous approaches on zero-shot Information Extraction and allows the user to perform inferences with annotation schemas defined on the fly.