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I charge it at night and skip taking the cord with me because of the good battery life. | cord | neutral | 0 |
I charge it at night and skip taking the cord with me because of the good battery life. | battery life | positive | 0 |
The tech guy then said the service center does not do 1-to-1 exchange and I have to direct my concern to the "sales" team, which is the retail shop which I bought my netbook from. | service center | negative | 0 |
The tech guy then said the service center does not do 1-to-1 exchange and I have to direct my concern to the "sales" team, which is the retail shop which I bought my netbook from. | "sales" team | negative | 0 |
The tech guy then said the service center does not do 1-to-1 exchange and I have to direct my concern to the "sales" team, which is the retail shop which I bought my netbook from. | tech guy | neutral | 0 |
it is of high quality, has a killer GUI, is extremely stable, is highly expandable, is bundled with lots of very good applications, is easy to use, and is absolutely gorgeous. | quality | positive | 0 |
it is of high quality, has a killer GUI, is extremely stable, is highly expandable, is bundled with lots of very good applications, is easy to use, and is absolutely gorgeous. | GUI | positive | 0 |
it is of high quality, has a killer GUI, is extremely stable, is highly expandable, is bundled with lots of very good applications, is easy to use, and is absolutely gorgeous. | applications | positive | 0 |
it is of high quality, has a killer GUI, is extremely stable, is highly expandable, is bundled with lots of very good applications, is easy to use, and is absolutely gorgeous. | use | positive | 0 |
Easy to start up and does not overheat as much as other laptops. | start up | positive | 0 |
I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more! | features | positive | 0 |
I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more! | iChat | positive | 0 |
I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more! | Photobooth | positive | 0 |
I even got my teenage son one, because of the features that it offers, like, iChat, Photobooth, garage band and more! | garage band | positive | 0 |
Great laptop that offers many great features! | features | positive | 0 |
One night I turned the freaking thing off after using it, the next day I turn it on, no GUI, screen all dark, power light steady, hard drive light steady and not flashing as it usually does. | GUI | negative | 0 |
One night I turned the freaking thing off after using it, the next day I turn it on, no GUI, screen all dark, power light steady, hard drive light steady and not flashing as it usually does. | screen | negative | 0 |
One night I turned the freaking thing off after using it, the next day I turn it on, no GUI, screen all dark, power light steady, hard drive light steady and not flashing as it usually does. | power light | neutral | 0 |
One night I turned the freaking thing off after using it, the next day I turn it on, no GUI, screen all dark, power light steady, hard drive light steady and not flashing as it usually does. | hard drive light | negative | 0 |
I took it back for an Asus and same thing- blue screen which required me to remove the battery to reset. | battery | neutral | 0 |
In the shop, these MacBooks are encased in a soft rubber enclosure - so you will never know about the razor edge until you buy it, get it home, break the seal and use it (very clever con). | rubber enclosure | positive | 0 |
In the shop, these MacBooks are encased in a soft rubber enclosure - so you will never know about the razor edge until you buy it, get it home, break the seal and use it (very clever con). | edge | negative | 0 |
However, the multi-touch gestures and large tracking area make having an external mouse unnecessary (unless you're gaming). | multi-touch gestures | positive | 0 |
However, the multi-touch gestures and large tracking area make having an external mouse unnecessary (unless you're gaming). | tracking area | positive | 0 |
However, the multi-touch gestures and large tracking area make having an external mouse unnecessary (unless you're gaming). | external mouse | neutral | 0 |
However, the multi-touch gestures and large tracking area make having an external mouse unnecessary (unless you're gaming). | gaming | neutral | 0 |
I love the way the entire suite of software works together. | suite of software | positive | 0 |
The speed is incredible and I am more than satisfied. | speed | positive | 0 |
This laptop meets every expectation and Windows 7 is great! | Windows 7 | positive | 0 |
I can barely use any usb devices because they will not stay connected properly. | usb devices | negative | 0 |
-No backlit keyboard, but not an issue for me. | keyboard | conflict | 0 |
When I finally had everything running with all my software installed I plugged in my droid to recharge and the system crashed. | software | neutral | 0 |
When I finally had everything running with all my software installed I plugged in my droid to recharge and the system crashed. | system | negative | 0 |
One suggestion I do have, is to not bother getting Microsoft office for the mac expecting it will work just like you knew it to on a PC. | Microsoft office for the mac | negative | 0 |
Pairing it with an iPhone is a pure pleasure - talk about painless syncing - used to take me forever - now it's a snap. | syncing | positive | 0 |
I also got the added bonus of a 30" HD Monitor, which really helps to extend my screen and keep my eyes fresh! | 30" HD Monitor | positive | 0 |
I also got the added bonus of a 30" HD Monitor, which really helps to extend my screen and keep my eyes fresh! | screen | neutral | 0 |
The machine is slow to boot up and occasionally crashes completely. | boot up | negative | 0 |
After paying several hundred dollars for this service, it is frustrating that you cannot get help after hours. | service | negative | 0 |
I did have to replace the battery once, but that was only a couple months ago and it's been working perfect ever since. | battery | conflict | 0 |
I love the operating system and the preloaded software. | operating system | positive | 0 |
I love the operating system and the preloaded software. | preloaded software | positive | 0 |
The best thing about this laptop is the price along with some of the newer features. | price | positive | 0 |
The best thing about this laptop is the price along with some of the newer features. | features | positive | 0 |
After numerous attempts of trying (including setting the clock in BIOS setup directly), I gave up(I am a techie). | clock in BIOS setup | negative | 0 |
YOU WILL NOT BE ABLE TO TALK TO AN AMERICAN WARRANTY SERVICE IS OUT OF COUNTRY. | WARRANTY SERVICE | negative | 0 |
but now i have realized its a problem with this brand. | brand | negative | 0 |
I sent it back to Toshiba twice they covered it under the warranty. | warranty | positive | 0 |
I was looking for a mac which is portable and has all the features that I was looking for. | features | positive | 0 |
Also kinda loud when the fan was running. | fan | negative | 0 |
In desparation, I called their Customer Service number and was told that my warranty had expired (2 days old) and that the priviledge of talking to a technician would cost me ("have your credit card ready"). | Customer Service number | neutral | 0 |
In desparation, I called their Customer Service number and was told that my warranty had expired (2 days old) and that the priviledge of talking to a technician would cost me ("have your credit card ready"). | warranty | negative | 0 |
In desparation, I called their Customer Service number and was told that my warranty had expired (2 days old) and that the priviledge of talking to a technician would cost me ("have your credit card ready"). | talking to a technician | negative | 0 |
There also seemed to be a problem with the hard disc as certain times windows loads but claims to not be able to find any drivers or files. | hard disc | negative | 0 |
There also seemed to be a problem with the hard disc as certain times windows loads but claims to not be able to find any drivers or files. | windows | negative | 0 |
There also seemed to be a problem with the hard disc as certain times windows loads but claims to not be able to find any drivers or files. | drivers | neutral | 0 |
Drivers updated ok but the BIOS update froze the system up and the computer shut down. | Drivers | positive | 0 |
Drivers updated ok but the BIOS update froze the system up and the computer shut down. | BIOS update | negative | 0 |
Drivers updated ok but the BIOS update froze the system up and the computer shut down. | system | negative | 0 |
Spent 2 hours on phone with HP Technical Support. | HP Technical Support | neutral | 0 |
Speaking of the browser, it too has problems. | browser | negative | 0 |
The keyboard is too slick. | keyboard | negative | 0 |
Nightly my computer defrags itself and runs a virus scan. | virus scan | neutral | 0 |
It's like 9 punds, but if you can look past it, it's GREAT! | 9 punds | negative | 0 |
It's just as fast with one program open as it is with sixteen open. | program | neutral | 0 |
Still under warrenty so called Toshiba, no help at all. | warrenty | negative | 0 |
I was happy with My purchase of a Toshiba Satellite L305D-S5934 laptop until it came time to have it repaired under the Toshiba Warranty. | Toshiba Warranty | negative | 0 |
Amazing Quality! | Quality | positive | 0 |
The fact that you can spend over $100 on just a webcam underscores the value of this machine. | webcam | neutral | 0 |
The fact that you can spend over $100 on just a webcam underscores the value of this machine. | value | positive | 0 |
I mainly use it for email, internet, and managing personal files (pics, vids, etc.). | internet | neutral | 0 |
I mainly use it for email, internet, and managing personal files (pics, vids, etc.). | managing personal files | neutral | 0 |
A month or so ago, the freaking motherboard just died. | motherboard | negative | 0 |
The system it comes with does not work properly, so when trying to fix the problems with it it started not working at all. | system | negative | 0 |
Then after 4 or so months the charger stopped working so I was forced to go out and buy new hardware just to keep this computer running. | charger | negative | 0 |
Then after 4 or so months the charger stopped working so I was forced to go out and buy new hardware just to keep this computer running. | hardware | negative | 0 |
If a website ever freezes (which is rare), its really easy to force quit. | force quit | positive | 0 |
It rarely works and when it does it's incredibly slow. | works | negative | 0 |
I also enjoy the fact that my MacBook Pro laptop allows me to run Windows 7 on it by using the VMWare program. | Windows 7 | positive | 0 |
I also enjoy the fact that my MacBook Pro laptop allows me to run Windows 7 on it by using the VMWare program. | VMWare program | neutral | 0 |
It's so much easier to navigate through the operating system, to find files, and it runs a lot faster! | operating system | positive | 0 |
It's so much easier to navigate through the operating system, to find files, and it runs a lot faster! | runs | positive | 0 |
It's so much easier to navigate through the operating system, to find files, and it runs a lot faster! | navigate | positive | 0 |
It's so much easier to navigate through the operating system, to find files, and it runs a lot faster! | find files | positive | 0 |
Purchased a Toshiba Lap top it worked good until just after the warrenty went out. | warrenty | negative | 0 |
I wanted to purchase the extended warranty and they refused, because they knew it was trouble. | extended warranty | neutral | 0 |
We upgraded the memory to four gigabytes in order to take advantage of the performace increase in speed. | memory | neutral | 0 |
We upgraded the memory to four gigabytes in order to take advantage of the performace increase in speed. | speed | positive | 0 |
We upgraded the memory to four gigabytes in order to take advantage of the performace increase in speed. | performace | positive | 0 |
The reality was, it heated up very quickly, and took way too long to do simple things, like opening my Documents folder. | opening my Documents folder | negative | 0 |
I had always used PCs and been constantly frustrated by the crashing and the poorly designed operating systems that were never very intuitive. | operating systems | negative | 0 |
Then, within 5 months, the charger crapped out on me. | charger | negative | 0 |
And if you have a iphone or ipod touch you can connect and download songs to it at high speed. | speed | positive | 0 |
I love the glass touchpad. | glass touchpad | positive | 0 |
I continued to take the computer in AGAIN and they replaced the hard drive and mother board yet again. | hard drive | negative | 0 |
I continued to take the computer in AGAIN and they replaced the hard drive and mother board yet again. | mother board | negative | 0 |
I am using the external speaker- sound is good. | external speaker | positive | 0 |
I am using the external speaker- sound is good. | sound | positive | 0 |
still testing the battery life as i thought it would be better, but am very happy with the upgrade. | battery life | negative | 0 |
Then HP sends it back to me with the hardware screwed up, not able to connect. | hardware | negative | 0 |
End of preview. Expand
in Dataset Viewer.
Dataset Card for "tomaarsen/setfit-absa-semeval-laptops"
Dataset Summary
This dataset contains the manually annotated laptop reviews from SemEval-2014 Task 4, in the format as understood by SetFit ABSA.
For more details, see https://aclanthology.org/S14-2004/
Data Instances
An example of "train" looks as follows.
{"text": "I charge it at night and skip taking the cord with me because of the good battery life.", "span": "cord", "label": "neutral", "ordinal": 0}
{"text": "I charge it at night and skip taking the cord with me because of the good battery life.", "span": "battery life", "label": "positive", "ordinal": 0}
{"text": "The tech guy then said the service center does not do 1-to-1 exchange and I have to direct my concern to the \"sales\" team, which is the retail shop which I bought my netbook from.", "span": "service center", "label": "negative", "ordinal": 0}
{"text": "The tech guy then said the service center does not do 1-to-1 exchange and I have to direct my concern to the \"sales\" team, which is the retail shop which I bought my netbook from.", "span": "\"sales\" team", "label": "negative", "ordinal": 0}
{"text": "The tech guy then said the service center does not do 1-to-1 exchange and I have to direct my concern to the \"sales\" team, which is the retail shop which I bought my netbook from.", "span": "tech guy", "label": "neutral", "ordinal": 0}
Data Fields
The data fields are the same among all splits.
text
: astring
feature.span
: astring
feature showing the aspect span from the text.label
: astring
feature showing the polarity of the aspect span.ordinal
: anint64
feature showing the n-th occurrence of the span in the text. This is useful for if the span occurs within the same text multiple times.
Data Splits
name | train | test |
---|---|---|
tomaarsen/setfit-absa-semeval-laptops | 2358 | 654 |
Training ABSA models using SetFit ABSA
To train using this dataset, first install the SetFit library:
pip install setfit
And then you can use the following script as a guideline of how to train an ABSA model on this dataset:
from setfit import AbsaModel, AbsaTrainer, TrainingArguments
from datasets import load_dataset
from transformers import EarlyStoppingCallback
# You can initialize a AbsaModel using one or two SentenceTransformer models, or two ABSA models
model = AbsaModel.from_pretrained("sentence-transformers/all-MiniLM-L6-v2")
# The training/eval dataset must have `text`, `span`, `polarity`, and `ordinal` columns
dataset = load_dataset("tomaarsen/setfit-absa-semeval-laptops")
train_dataset = dataset["train"]
eval_dataset = dataset["test"]
args = TrainingArguments(
output_dir="models",
use_amp=True,
batch_size=256,
eval_steps=50,
save_steps=50,
load_best_model_at_end=True,
)
trainer = AbsaTrainer(
model,
args=args,
train_dataset=train_dataset,
eval_dataset=eval_dataset,
callbacks=[EarlyStoppingCallback(early_stopping_patience=5)],
)
trainer.train()
metrics = trainer.evaluate(eval_dataset)
print(metrics)
trainer.push_to_hub("tomaarsen/setfit-absa-laptops")
You can then run inference like so:
from setfit import AbsaModel
# Download from Hub and run inference
model = AbsaModel.from_pretrained(
"tomaarsen/setfit-absa-laptops-aspect",
"tomaarsen/setfit-absa-laptops-polarity",
)
# Run inference
preds = model([
"Boots up fast and runs great!",
"The screen shows great colors.",
])
Citation Information
@inproceedings{pontiki-etal-2014-semeval,
title = "{S}em{E}val-2014 Task 4: Aspect Based Sentiment Analysis",
author = "Pontiki, Maria and
Galanis, Dimitris and
Pavlopoulos, John and
Papageorgiou, Harris and
Androutsopoulos, Ion and
Manandhar, Suresh",
editor = "Nakov, Preslav and
Zesch, Torsten",
booktitle = "Proceedings of the 8th International Workshop on Semantic Evaluation ({S}em{E}val 2014)",
month = aug,
year = "2014",
address = "Dublin, Ireland",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/S14-2004",
doi = "10.3115/v1/S14-2004",
pages = "27--35",
}
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