Datasetpublic

al5nfsharyh/wayfair_customer_reviews

Wayfair Customer Reviews Dataset This dataset contains customer reviews collected from wayfair.com.It accompanies the paper End-to-End Aspect-Guided Review Summarization at Scale, accepted to the EMNLP 2025 Industry Track. Overview The dataset supports tasks such as: Aspect extraction Product-level summarization, e.g., aggregating reviews by the product_id field. It can be used on its own or combined with the companion Wayfair Product Summaries dataset.Both… See the full description on the dataset page: https://huggingface.co/datasets/al5nfsharyh/wayfair_customer_reviews.

sourceHugging Facecdla-permissive-2.0updated 10mo agoView on Hugging Face

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Dataset Card

Wayfair Customer Reviews Dataset

This dataset contains customer reviews collected from wayfair.com. It accompanies the paper End-to-End Aspect-Guided Review Summarization at Scale, accepted to the EMNLP 2025 Industry Track.

Overview

The dataset supports tasks such as:

—Aspect extraction
—Product-level summarization, e.g., aggregating reviews by the product_id field.

It can be used on its own or combined with the companion Wayfair Product Summaries dataset. Both datasets share a common product_id key for easy joining.

Usage Example

python

import json
import datasets
import pandas as pd

reviews = datasets.load_dataset("IeBoytsov/wayfair_customer_reviews")["train"].to_pandas()
reviews["aspects"] = reviews["aspects"].map(json.loads)