You can deploy this model and start earning money today!

insightful-stays/
airbnb-aspect-based-improvement-extractor

Name: airbnb-aspect-based-improvement-extractor
Availability: InStock

pytorch

apache-2.0

Views

No views yet

Airbnb Review Improvement Extractor

This model extracts actionable improvement suggestions from Airbnb guest reviews, per predefined aspect (e.g. Cleanliness, Noise, Communication).

It is designed to help hosts, property managers, and analytics tools quickly understand what needs to be improved, without generating hallucinated positives.

What this model does

Given:

a full Airbnb review
a specific aspect (e.g. Cleanliness, Noise / Quietness)

The model returns:

a short list of concrete improvements, or
an explicit empty result if the review contains no actionable issue for that aspect.

The model is conservative by design:
if no clear problem is mentioned, it returns nothing.

Supported Aspects

The model operates on the following canonical Airbnb-style aspects:

Cleanliness
Communication
Location
Value / Price
Accuracy / Description Match
Check-in / Convenience
Amenities / Comfort
Safety / Security
Noise / Quietness
Wifi
Host Behavior / Professionalism / Respect

Each aspect is evaluated independently.

Example Usage (Python)

python

from train.train_canonical_classifier_improve import ImprovementGenerator

CANONICAL_ISSUES = [
    "Cleanliness",
    "Communication",
    "Location",
    "Value / Price",
    "Accuracy / Description Match",
    "Check-in / Convenience",
    "Amenities / Comfort",
    "Safety / Security",
    "Noise / Quietness",
    "Wifi",
    "Host Behavior / Professionalism / Respect",
]

model = ImprovementGenerator()
model.load("insightful-stays/airbnb-review-improvement-extractor")

review = """
Not a bad place, but there were no curtains in the shower, the bathroom was often wet,
and communication was difficult because the hosts did not speak English.
"""

for aspect in CANONICAL_ISSUES:
    result = model.generate(review=review, aspect=aspect)
    print(aspect, result)

insightful-stays/airbnb-aspect-based-improvement-extractor

Airbnb Review Improvement Extractor

What this model does

Supported Aspects

Example Usage (Python)

insightful-stays/
airbnb-aspect-based-improvement-extractor