Feedback-ICL

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中文说明

论文信息

本仓库开源了以下论文的代码：

• 标题：Improving In-Context Learning with Prediction Feedback for Sentiment Analysis
• 作者：Hongling Xu, Qianlong Wang, Yice Zhang, Min Yang, Xi Zeng, Bing Qin, Ruifeng Xu*
• 会议：ACL-2024 Findings（短文）

运行说明

• 各任务数据集位于dataset中（可以参考./dataset/sampling_example.ipynb完成候选样例采样）
• 获取候选样本的先验预测结果

  bash scripts/run_pre.sh

• 在候选样本中进行样例检索

  bash scripts/run_sim.sh

• 推理

  bash scripts/run_ficl.sh

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English Version

Information

This repository open-sources the code for the following paper:

• Title: Improving In-Context Learning with Prediction Feedback for Sentiment Analysis
• Authors: Hongling Xu, Qianlong Wang, Yice Zhang, Min Yang, Xi Zeng, Bing Qin, Ruifeng Xu*
• Conference: ACL-2024 Findings (short)

Instructions

• The datasets for each task are located in the dataset folder (refer to ./dataset/sampling_example.ipynb for completing candidate example sampling).
• Obtain the prior prediction results for the candidate samples:

  bash scripts/run_pre.sh

• Perform in-context example retrieval among the candidate samples:

  bash scripts/run_sim.sh

• Inference:

  bash scripts/run_ficl.sh