Datasets:

tanmaydeshpande
/

app-review-extraction-splits

input_text string	sentiment string	topics list	mentions_price bool	rating_implied int64
Good Good most of the time but can be a bit hit and miss.	positive	[]	false	4
Not working properly but I think the best way to get the latest version	neutral	[ "bugs", "features" ]	false	3
Better than 9apps I love but problem is the very big amount drains battery	positive	[ "performance" ]	false	4
Fix please I did give 5 stats once but now using on note 7 and get an api error for the weather part	negative	[ "bugs" ]	false	2
Not that great It is a great txt backup but quite backing things up since first of may. Reinstall it and says its backing to my gmail but nothing on my gmail..	negative	[]	false	2
Won't let you select a whole folder you have to manually add each photo. So if you have a folder with a hundred folders you have to add them all manually. So this prohibits me from just adding files to a folder and the app be smart enough to add into rotation. Seems very limited.	neutral	[]	false	3
Exactly what I was looking for! Remotely displays my libraries and controls my media player flawlessly. Connects instantly.	positive	[]	false	5
New game option? How do you start a new game? Where is this option hidden?	negative	[ "features" ]	false	2
Deleting I can't delete playlists or songs. Please fix that. It'll be very helpful.	negative	[ "bugs", "support" ]	false	2
Total crap You made me spend at least an hour to figure out on my own how to get it to work again and I missed being able to print out resumes at Kinkos for a job fair.	negative	[]	false	2
Some issues resolved still issue with disappearing active transfers stalling process completely. Now having issues with closing program reopens minutes after closure. Last update did not resolve.	negative	[ "features" ]	false	2
Some minor bugs since last update mainly when switching from portrait to landscape .Overall one of the top of browsers I've ever used on mobile the Ad block feature is the only one I've seen work in a browser will give an additional star for five if the issue with switching rotation is corrected.	positive	[ "bugs", "ads", "features" ]	false	4
Used to be great This app was my go-to widget however lately it does not update. It's still stuck on December the 8th. Doesnt refresh when events added to my calendar. Only way I can get it to update/fix is to remove widget and replace.. but then issue reoccurs. Kind of tedious.	negative	[ "bugs", "features" ]	false	1
Useless just hated hated it consumes lots of Internal Storage and this increases as per use We havn't other choice because if We don't update then Connected Apps. Won't run.. !?	negative	[ "features" ]	false	1
Great app but does anyone know how to move games from the internal storage to the sd card to save room? Each time I try and manually move the Psp folder the app doesn't find it and then creates a new empty Psp folder on the internal memory. It's a bit annoying as I'm running out of space. I'm using a Samsung S7 fyi	positive	[]	false	4
Needs more users Just wish all my friends use it	positive	[]	false	5
An average app...message notifications are not regularly received	neutral	[]	false	3
Help needed This works partially. I cannot activate device admin. Also it doesn't uninstall fully. Can someone offer help please?	negative	[ "support" ]	false	2
It does what it says and it does it well. I just wish it had more of the current flagship devices like the LG G3 Sony Xperia Z3 and the Nexus 6.	positive	[]	false	4
Best ever! Neat job! Gives hopes on human kind!	positive	[]	false	5
Even works with Hangouts as SMS but not with Google Project Fi handling SMS. Must use cellular network to handle SMS.	neutral	[]	false	3
The new update ruined games including Tenkaichi tag team and all the characters are grey and shady; I've tried all I can with all of the graphic settings but it had no help.	negative	[ "features", "support" ]	false	1
Hmmm hope this one works Alright so it works this is my Favorite Ring Droid app.	positive	[]	false	4
excellent it does what its says. ..recommend. ?????	positive	[]	false	5
Small footprint and does exactly what's needed without unnecessary functions or useless features.	positive	[ "features" ]	false	4
Frame drop Great emulator could use a speed function though	neutral	[ "performance", "features" ]	false	3
A simple to use app that lets you save to device. The main issue is that if I don't close the app fully it stays on the same date for days. An example... If I open the calendar on the 1st of the month and come back to check the date on the 5th of the month it still shows the date as the 1st. At this point I have to shu...	positive	[ "usability" ]	false	4
I would give this 5 stars but my search bar keeps disappearing. This Will be the second time I have to download it just to get back the widget. Hopefully something can be done. Other wise I love it but I'll have to go to another one if it happens again. Thanks!!	neutral	[]	false	3
It is better but my google play store failed to update.	negative	[ "features" ]	false	2
Perfect It's helpfull and support for us as a student to study more things.	positive	[ "support" ]	false	4
Got it! Perhaps the only app on the android market for paper books. It's what I needed.	positive	[]	false	4
Best. No can test I've tried them all for DROID. This beats them all. No competition.	positive	[]	false	5
Razr hd. (Jb 4.1.2) Very Fast + online flash work (!) + eat traffic ))	neutral	[ "performance" ]	false	3
Just google forcing to install google app to open another google app 😒	negative	[]	false	1
Bugs Some emails get bugged and i can't view them	negative	[ "bugs" ]	false	2
Message Access DENIED No longer can access messages from this app. App crashes and Force Closes when inbox is accessed. GOT TO FIX THIS ISSUE	negative	[ "performance", "bugs" ]	false	2
Good but I'm only interested in my WiFi signal it would be useful to be able to forget all my neighbours signals.	neutral	[]	false	3
I cant update this app thats why i hated this app so much	negative	[ "features" ]	false	2
Reliable podcast app Has worked well with almost no issues at all in the time I've used it.	positive	[]	false	5
I like I mostly listen to nonfictions and I find this neat minimal and that I can download the cover it's very clean. Thanks to Devs.	positive	[]	false	4
Good Please add a button shortcut to copy the code fast.	positive	[ "performance" ]	false	4
Hello out there! Attention to the designer obviously you can see multiple people having the same issues with their TVs can you please do something about it to fix this matter this is getting a little ridiculous enjoy this app until the upgrade happen	negative	[ "bugs" ]	false	1
where is date where is the manufacturing date and expiry dates of the products...??	neutral	[]	false	3
Crashing at start I try to open it and then it says that it won't open. I really like this game but it's sad that it won't work. I wait for the next update that fixes this problem.	neutral	[ "performance", "bugs", "features" ]	false	3
Constantly asking me to start orbot when orbot is already running.	neutral	[]	false	3
Bed very bed Once u activate talk back you can not de activate.	negative	[]	false	1
it could be so much more... Fantastic app to track out goings....but....Please update and add features like the option of be able to Add salaries or money coming in the bank. Also the option of reaccuring bills or expenses. Just a few improving sugestions. Well done so far!	positive	[ "price", "features" ]	true	4
Good but buggy. I love the size of this app and the fact that it's ad free is awesome. My biggest complaint against it is I get error messages on podcasts that I pause multiple times. fact they won't continue until I restart my phone. Keep updating and keep up the good work.	positive	[ "bugs", "ads", "price" ]	true	4
Lilke this app.. but pls add more romantic stickers and read receipt and more	neutral	[]	false	3
This app is trash This app hasnt worked for me since the update i have galaxy 6 edge !!thi app is now worthless and they have removed or web also	negative	[ "features" ]	false	1
Causes Volume Button Failure I just received latest Android OTA ROM update volume buttons weren't working until the TalkBack update was uninstalled ergo... This must be the problem.	negative	[ "features" ]	false	1
Much like Blockus. Good mindless entertainment. I've not been bombarded with ads...alway a plus. Occasionally I get a stone lost off the board itself. If you enable the back button to replay a move you will solve this. It will move the stone back to the rest of the pieces to play	positive	[ "ads" ]	false	4
It's just a little more secure than WhatsApp. Use Signal people!	neutral	[]	false	3
2:55AM VivoY15 .all content game and app .good think.	positive	[]	false	5
Loved the previous version Since I installed 2.4 it gives me a map rendering error and screen stays blank. I hope this is fixed soon. After uninstalling and reinstalling it still didn't work. Left it for the weekend and repeated the uninstall download new version and install now it works just fine. Don't know what th...	positive	[ "ui", "bugs", "features" ]	false	4
Simply wonderful I love everything about this game. First off it's truly free with no ads. Second and more importantly it's fun and addictive. I have spent a lot of time playing it and it never gets old. I'm as cheap as they come and even I donated to this game. That's how much I love it.	positive	[ "ads", "price" ]	true	5
This app is perfect Like many other people my music tastes change and I fixate on certain songs. This app let's me change and save new and old ringtones notification sounds alarms etc. Awesome app! I've had it since I got my first Android phone.	positive	[]	false	5
this apps is useless this apps is useless	negative	[]	false	1
The only issue I have is a huge turn-off for me: the background noise. I have sensory issues and that background noise grates at me. It wouldn't be an issue if it didn't turn itself back up every time the frequency changes. It's incredibly jarring and I can't use this program anymore until the issue is fixed. Otherwi...	neutral	[ "bugs" ]	false	3
jukebox mode is not working in subsonic or sub. I feel it's an android 7.0 conflict as my phone just updated and I've used jukebox mode for years	positive	[ "bugs" ]	false	4
I think it is a scam because crashes Crashes all time	negative	[ "performance", "bugs" ]	false	1
Best non-Facebook Facebook app that ever Facebooked Used this to replace the official Facebook app which I caught running the Facebook Audio Recording service multiple times at 12-20% CPU even though I hadn't signed in or even opened the app one time. Ridiculous. Grow up Facebook stop spying on me without my authoriz...	neutral	[]	false	3
It's okay It's pretty much okay but I would like it if you could add the option to play music from folders.	neutral	[ "features" ]	false	3
Used to be great Now it just force closes constantly on lollypop. Too bad.	negative	[]	false	2
Cant expect much from free stuff Time wasted	negative	[ "price" ]	true	1
Good going WordPress! I'm an active user of Wordpress since 2012 and the way this new app functions is awesome. Download it if you are on wordpress and want your blog to be famous.	positive	[]	false	4
Is coool app no more ads........ It is clear	positive	[ "ads" ]	false	5
Never has results for anything I search.	negative	[]	false	1
Freed up >4GB of mystery data I'd been stuck for a long time wondering why my disk space was full despite having nowhere near the amount of storage in my documents media or apps. I tried two other disk managers which both told me I had tons of GB in some mysterious """"""""""""""""other"""""""""""""""" category. W...	positive	[]	false	5
Sometimes it shows Google play service is not responding.	neutral	[]	false	3
GARBAGE! I once used an app named Voice Alerts by developer Alex Corbi that was an outstanding app but this one is trash. I have a Note 3 and I couldn't get this app to say ANYTHING.	negative	[]	false	1
This app was working great on Samsung Galaxy S5. Now it won't calibrate and is backwards	negative	[]	false	2
Would be better if the speed was more better	positive	[ "performance" ]	false	5
Do rely on local time / Change hard to guess Do not use the local date and time settings: when I manually set it to some future date statistics are saved with that timestamp. Use server dates instead. - The notification does not really tell me what has changed. when I then open the app I can not see which of my apps ha...	neutral	[ "usability" ]	false	3
Refused to operate Uninstalled since it wouldnt allow my android to run program as designed.	negative	[]	false	1
Works well FritzBox 7360 as SIP server and calls come through clear (depending on WiFi connectivity of course) On my device it's unclear what background mode does as the process is terminated if the app is closed (by hand or built-in task manager). I tried with Background mode on and off does not make a difference.	positive	[]	false	4
While using whatsapp or skype vpn is not working	negative	[ "bugs" ]	false	2
Seriously the best chat app! It's sadness small number of people from Russia and Ukraine now about this so. But all is yet to come	positive	[]	false	5
Concerns over privacy Decent app for my s2 now that I have a s4 I really don't need it. Considering privacy concerns and permissions I'm un installing. I'd probably keep it otherwise it is useful.	negative	[]	false	2
It takes to long to download and then deleted by itself	neutral	[]	false	3
Buggy and annoying glitches The MMS stopped working shortly after installing the app. Countless bugs and glitches prevented me from truly liking this app. Maybe in a few years it will working perfectly but for now I'd recommend steering clear of this app and find something else or sticking to the default on your phone...	negative	[ "bugs" ]	false	2
No fuss and basic This app rocks!! Simply works fast basic and easy...ftp and sftp options best one I've used from Play. No issues with adoptable storage. Makes it easy to move photos and files quickly between devices.	positive	[ "performance", "features", "usability" ]	false	5
I'm having Google server error .Can you help me how to mend the inputs	positive	[ "bugs", "support" ]	false	4
For an older version TalkBack provides spoken feedback for eyes-free computing	neutral	[ "price", "features" ]	true	3
Can't see attachments! 5.203 has two big problems. Messages load slow real slow. And the attachment is now indicated at the bottom of the message not at the top. So you can easily miss it. This is a deal breaker for a default email client.	negative	[ "performance" ]	false	2
Problem with last update The program can't find the manual pages.	positive	[ "features" ]	false	4
Abandonware Absolute cancer ever since it was open sourced. Quick reply does nothing contact names don't show up donate buttons everywhere and randomly deletes messages. Dev doesn't care anymore.	negative	[ "support" ]	false	1
Clever replacement Nice design and a better replacement for receiving notifications	positive	[ "ui" ]	false	5
Nice but if you have several accounts you cannot adjust the order in which the accounts are listed. and it would be nice to have a settable back ground color for each account	positive	[ "ui" ]	false	4
Simple but too risky. This app should allow a free sample of the download audio before I save it to my phone. That way I'll have an idea of what file I'm preparing to download to my phone.	negative	[ "price", "usability" ]	true	2
I have seen better and whatever you download from it minute you get the app is deleted when you chose to end the app and lose all your time and effort	neutral	[]	false	3
Sweet Finally a detailed repair guide. Lots of different models not all of them but theyll get the till then a really solid effort and app	positive	[]	false	5
Undoubtedly the best Persian calendar app 👍. The widget is amazing too. 🌹	positive	[]	false	5
Its okay The sounds were really nice & enjoyable but there was a lot of tracks with flashing light images without warning and seemed unnecessary. For someone with epilepsy this made the app not usable personally and it was a shame.	neutral	[]	false	3
Grt app It really help to communicate between band members	positive	[ "support" ]	false	5
Syncing Disabled bug is back when connected to wifi.	neutral	[ "bugs" ]	false	3
it's best messaging app but i have a little problem with it it has lag in main chat list and emoji panel... A5(2015) android 6.0.1 i tried with android 5.0.2 on another A5 and it was ok 😐	positive	[ "performance" ]	false	4
Have used it for years but now too buggy Over the last 3 or 4 months my Hotmail that I delete comes back randomly as new mail (I've deleted some mail 10 or 12 times over 4 months) and now all of the emails i had today have disappeared after I switched my phone off for a flight. Can't keep working like this I'll have t...	negative	[]	false	2
Unreliable instance upload Photo Instant Upload only works about half the time. Why so unreliable?? Please fix this. I hate having to manually upload photos that are not uploaded automatically even though they are supposed to.	neutral	[ "bugs" ]	false	3
IT NEED ROOT Permission! All most phone doesn't work with this app.	negative	[ "bugs" ]	false	2

End of preview. Expand in Data Studio

App Review Structured-Extraction Splits

Frozen train/val/test splits used to fine-tune and evaluate a LoRA adapter that extracts a strict, closed-vocabulary JSON object from app-store reviews. These are the exact artifacts behind the project's results — published so the base-vs-tuned comparison is fully reproducible.

💻 Code + write-up: https://github.com/deshpandetanmay/qlora-structured-extraction
🤖 Adapter: https://huggingface.co/tanmaydeshpande/qlora-app-review-extraction
🧪 Live demo: https://huggingface.co/spaces/tanmaydeshpande/app-review-extraction

Schema (each row)

{
  "input_text":     "the raw review text",
  "sentiment":      "positive" | "negative" | "neutral",
  "topics":         [up to 3 of: ui, performance, bugs, ads, price, features, usability, support],
  "mentions_price": true | false,
  "rating_implied": 1..5
}

Splits

split	rows	seen in training?
train	1500	yes
validation	200	yes (tuning)
test	200	no — held out completely

Source & how labels were produced

Derived from sealuzh/app_reviews (English app reviews with a native 1–5 star rating), stratified-sampled by star. Labels are produced by a deterministic rule-based pass (no model was used as a labeler), then frozen:

field	rule
`rating_implied`	the native star rating (genuine ground truth)
`sentiment`	star ≥ 4 → positive, star == 3 → neutral, star ≤ 2 → negative
`mentions_price`	regex for price/cost/subscription/pay/$/free/refund
`topics`	keyword regex per closed-vocab term; vocab order = priority; capped at 3

⚠️ Known label limitations (read before using)

rating_implied is the only fully independent label. The other three are deterministic functions of the text/star, so a model can learn the rule rather than the concept (label circularity).
sentiment is a hard star threshold — sarcastic 5-star complaints and mild 3-star praise are mislabeled by construction.
mentions_price and the price topic share the same regex (correlated by design); mentions_price is ~96% one class.
topics keyword matching misses paraphrases and can false-positive; the cap of 3 drops genuine extra topics.

Full detail: publication/limitations.md.

License

Labels/splits derived from sealuzh/app_reviews, whose license is not declared in its dataset metadata — verify terms on the source dataset card before redistribution or commercial use.