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zjunlp/KnowEdit

KnowEdit is a benchmark dataset for knowledge editing of large language models, covering six tasks: ZsRE, Wiki_recent, Wiki_counterfact, WikiBio, ConvSent, and Sanitation. It is built by reorganizing and extending existing datasets (e.g., WikiBio, ZsRE, WikiData_Counterfact) to provide comprehensive evaluation for knowledge editing in LLMs. The dataset structure includes knowledge insertion, modification, and deletion tasks, each with corresponding training and test data. The README also provides example code for loading and using the dataset with the EasyEdit tool, and details differences in loading methods and data structures across the constituent datasets.

Updated 4/24/2024
hugging_face

Description

Dataset Overview

This dataset supports the paper “A Comprehensive Study of Knowledge Editing for Large Language Models”. Users can load and apply this benchmark using the EasyEdit tool.

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Topics

Natural Language Processing
Knowledge Editing

Source

Organization: hugging_face

Created: Unknown

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