text
stringlengths
11
464
span
stringlengths
2
43
label
stringclasses
4 values
ordinal
int64
0
2
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

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: a string feature.
  • span: a string feature showing the aspect span from the text.
  • label: a string feature showing the polarity of the aspect span.
  • ordinal: an int64 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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