This is great, but the sentiment analysis is way off. Take these 'negative' reviews for the Staples Hyken office chair:
> For months i was waiting for the Staples Hyken Mesh chair to drop to a good price. I pulled the trigger at 150ish, received it really fast, and set it up right away. I actually really love the chair, totally worth it. Perfect size for me and i can sit in in for 12+ hours just fine.
> I personally haven't found the thinks to be more comfortable than other chairs, I'd rather go with a staples Hyken. Also, I see these go for much less. This looks like a V1. I sold one like that for $200 in Virginia.
> Hello all, I went on a deep plung into chairs over the weekend to find a good new chair (instead my junky racer/gaming chair that hurt my back and neck. I ended up finding the Staples Hyken and Staples Dexley. I went to store and tried them both out. I really liked the Hyken way more than the dexley....
In the small number of negative reviews I've looked at it seems like around half of them are categorised incorrectly.
GPT-3 does a much better job of sentiment analysis. Parts in italics are output from GPT-3
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I am a sentiment measurement bot. I take arbitrary text input at the INPUT: prompt then reply with a SENTIMENT: output that includes a numeric sentiment indicator ranging from -5, negative to 5, positive, a PRODUCT: output that extracts the name of the product being described and a CONFIDENCE: output that estimates the confidence in in the rating, from 0% where there is no confidence, to 100% where there is complete confidence.
INPUT: For months i was waiting for the Staples Hyken Mesh chair to drop to a good price. I pulled the trigger at 150ish, received it really fast, and set it up right away. I actually really love the chair, totally worth it. Perfect size for me and i can sit in in for 12+ hours just fine.
INPUT: I personally haven't found the thinks to be more comfortable than other chairs, I'd rather go with a staples Hyken. Also, I see these go for much less. This looks like a V1. I sold one like that for $200 in Virginia.
SENTIMENT: 3
PRODUCT: Thinks
CONFIDENCE: 60%
INPUT: Hello all, I went on a deep plung into chairs over the weekend to find a good new chair (instead my junky racer/gaming chair that hurt my back and neck. I ended up finding the Staples Hyken and Staples Dexley. I went to store and tried them both out. I really liked the Hyken way more than the dexley.
You can even use it to extract comparisons. Again output from GPT-3 in italics:
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I am a comparison evaluation bot. I take arbitrary text input at the INPUT: prompt then reply with a COMPARISON: boolean output that indicates if the text is a comparison between products and a BETTER: output with the name of the better product and WORSE: product with the name of the worse product
INPUT: For months i was waiting for the Staples Hyken Mesh chair to drop to a good price. I pulled the trigger at 150ish, received it really fast, and set it up right away. I actually really love the chair, totally worth it. Perfect size for me and i can sit in in for 12+ hours just fine.
COMPARISON: FALSE
INPUT: I personally haven't found the thinks to be more comfortable than other chairs, I'd rather go with a staples Hyken. Also, I see these go for much less. This looks like a V1. I sold one like that for $200 in Virginia.
COMPARISON: TRUE
BETTER: Staples Hyken
WORSE: Think
INPUT: Hello all, I went on a deep plung into chairs over the weekend to find a good new chair (instead my junky racer/gaming chair that hurt my back and neck. I ended up finding the Staples Hyken and Staples Dexley. I went to store and tried them both out. I really liked the Hyken way more than the dexley.
Yep! I’m guessing one of the openly available models would do similarly as well. Obviously more expensive compute-wise, results are pretty good though.
> For months i was waiting for the Staples Hyken Mesh chair to drop to a good price. I pulled the trigger at 150ish, received it really fast, and set it up right away. I actually really love the chair, totally worth it. Perfect size for me and i can sit in in for 12+ hours just fine.
> I personally haven't found the thinks to be more comfortable than other chairs, I'd rather go with a staples Hyken. Also, I see these go for much less. This looks like a V1. I sold one like that for $200 in Virginia.
> Hello all, I went on a deep plung into chairs over the weekend to find a good new chair (instead my junky racer/gaming chair that hurt my back and neck. I ended up finding the Staples Hyken and Staples Dexley. I went to store and tried them both out. I really liked the Hyken way more than the dexley....
In the small number of negative reviews I've looked at it seems like around half of them are categorised incorrectly.