The GRADIEND Python Package: An End-to-End System for Gradient-Based Feature Learning
Paper • 2602.23993 • Published
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@user ... AND the 23rd is National Hot Dog Day ;-) |
ENDS TOMORROW! Want to win $100 Visa + 5 copies of Paper Towns ? I just entered to win and you can too. |
Need to re-watch WestWorld! |
@user what is going on young man! TEAMLTD misses seeing u on Monday's at The KEE for our 'casual' drinks. Catchup in Toronto soon |
If anyone wants to buy Kendrick Lamar tickets for the 19th and 20th of December let me know!!!!!!!!! |
This isn't how you #DrainTheSwamp, @user keep the cucks away from you. |
Axl Rose needs to just give up. Now. Not later\u002c not soon\u002c not tomorrow. NOW! |
Especially nice to have Rosedale @user open in the neighborhood while NE Branch at 7th & Maryland is closed for renovations. |
Lunes de The Walking Dead y Westworld.El mundo funciona bien. |
I watched Ant-Man for the 3rd time today. |
So I have a red eye flight home from CA Sat. night at 1AM PST w/ layover in Dallas on CST along with the clocks being pushed back an hour. |
Dwight Howard is dominating this game 29 pts & 9 rebs with 15 minutes left in the game (3 mins in 3rd & whole 4th qtr) #LakersPride |
"Thompson, White Sox rally to edge Red Sox: Trayce Thompson was 3-for-4 with 3 RBI Tuesday night while li... #news" |
Perhaps a bit insensitive showing the film Four Lions in the run up to the 9/11 10th anniversary..... #justsaying |
Pepper & @user are Nuckin' Futs' but I wouldn't want to spend my Sat Nights with anyone else! LOL #illbringabottlenexttime! |
I made it to Boston! Going to my first Red Sox game tomorrow! #Jacked #Bahston #ClamChowder #BigPapi #FreeBrady |
Blow the #IslamicState #ISIS #hamas #MuslimBrotherhood #Taliban OFF the FACE of the EARTH #Israel #IStandWithIsrael |
This may be the greatest internet video of all time. Randy Orton vs The Avengers - Age of RKO |
@user @user ya for sure it\u2019s on 28th and Ost starts at 1043 but really not till 11 lol |
This am my 8yo talks to me about 3D printing new airways for me. #hewillgoplaces #lovehimtopieces #TBM #justbreathe |
@user @user @user We can exit & stop paying the undemocratic EU today with one order from our PM backed by MP's in Parliament. |
Eli manning best 4th quarter QB in the game! |
Calibraska is going to be on my phone tomorrow INSSNJSNSNSSN |
#trumptrain #maga #draintheswamp #neverRomney Thanks Obama! |
After S6, my #GilmoreGirlsTop4 has changed:4. Richard3. Sookie2. Jackson1. Paris |
how can I go to sleep when I was just twerking in my bathroom because of MetLife tomorrow |
For Democrats to recover, Nancy Pelosi and her team should go |
@user @user I'm all for it until u get to "Nazi". Third leg of subculture that requires amputation |
I played Google Earth VR for way too long and now I'm about to barf |
"Awesome, Paul McCartney at the ACC in October. So expensive and the people may be out of my comfortable age range haha." |
Monday Night Raw on tonight Cena's back and Brock Lesnar and Undertaker are back! |
"Here's where to get a free hot dog tomorrow, on National Hot Dog day via @user |
#BeautyAndTheBeast @user this is how shows are made... AB |
Living for Magic Mike XXL with @user tomorrow. |
"For once in her life, Briana did not answer her phone on the 1st ring. So I successfully sang her ringback tone all the way thru lmao" |
Why does she hella look like a mix of Jennifer Lawrence and Caitlyn Jenner in the 2nd pic omg |
Valentine day has been cancelled..what? Why? how? you may be asking. But you see it\u2019s simple math.. 14-2-12 =0 |
@user I know!! Makikipaglaban ako ng walang sandata lang ang peg =)))))) Tas sa ICS, may sched na, with prof pa!!" |
@user Do you know how i can meet Ed Sheeran tomorrow? |
@user I can\u2019t even try now cuz it closed at 10pm.. Funny though Maria said u guys may go away that week? I had asked if she wanted to go |
@user I picked naruto, I'm gonna go see it tomorrow lol" |
@user "We are the 1st generation 2 feel the impact of climate change & the last that can do something about it" Obama |
@user you may want to fix this... |
welllll who wants to see Ed Sheeran with me on the 17th???? |
@user The schools are also in the middle of ISTEP testing\u002c so they may not be able to get back to you yet |
Remembering how normal it was to see Ice Cube at our high school all the time Sat right in front of him at a play too lmao |
Was I the only one that didn't know that @user came to Milan the 2nd may |
@user Bobby Jindal may care about Planned Parenthood but he's a crappy La. Governor |
Leaked pictures suggest the Galaxy Note 5 may also come in golden colors. |
This is the 2nd worst thing Hulk Hogan has ever done |
wow there\u2019s two @user just put the previews on iTunes already they\u2019ll all be leaked by Monday |
Who's going to Kenny Chesney at MetLife on Saturday? |
@user Hands down the Irish amateur, Paul Dunne, thrilled the world. More to come tomorrow!!! #SC3stars |
We should all take a moment and just think about the fact that UMBC closed. And was announced the night before. This may never happen again. |
I'm going to the AC/DC concert tomorrow! |
David Wright grounds out in the 9th. Was 2-for-5 today. |
Thank you Experience Perth for sharing #Chittering Markets - Chittering Valley Twilight Markets on Saturday 12th... |
Sitting next to Reid Hoffman\u2019s 2nd cousin at @user He\u2019s a landscape architect to the stars :) #sonotintech |
Watching the #Bluejays vs the NY #Yankees. Jays are going for their 12th straight win tonight with David Price on the mound. #MLB |
Who the fuck would buy a Justin Bieber vinyl |
Sharknado 4. Doesn't really matter what people thought of the 3rd. People might as well get ready for a 5th. |
On a scale of 1-10, I'd give Steve Bannon a 1.5... |
@user @user drug prices are damaging American health systems. We need AUDIT of MEDICARE drug price hikes |
Going to see @user and @user along with all the other @user superstars December 3rd in Greensboro NC :) |
The emotional rollercoaster that is watching the entire 5th season of Game of Thrones in a single day has come to an end. |
@user @user Hi Robert, Nokia may be best answering this but you could try and reset here. |
@user what are you doing next October 3rd?..You want to come to Disney world with me? |
@user im going to Sam smith!!! Thurs or Fri?! |
10 Best Apps for the Apple Watch (That May Make You Crave One) #AppleWatch |
kramer is the best character on Seinfeld. George close second, Newman 3rd. |
RT @user Today has been an AWESOME day! One of the Google engineers posted a tutorial video from our site! ... |
Getting off of Twitter for tonight im gonna get on Tumblr then bed goodnight oh yeah & I WON\u2019T BE HERE THIS WEEKEND SO NO TWITTER TIL SUNDAY |
22/10/2012 - 1st day no poppers no cigarettes this is for rella gona b hard. |
"U2 - concert in the park.. Long week, chillin' with the family. 10th grade flashback. |
LEO\u002cVIRGO?! CLUB PULSE is the MOVE this THURSDAY! Leos & Virgos are free before 12! Also co-hosted by #Evalesco! Evalesco WILL be there!!!! |
i just remembered one of my teachers think that democrats are getting paid to protest against trump 😳 |
Cristiano Ronaldo u won the heart <3 |
@user @user @user @user fuck Russian trolls |
@user Sharknado without Tara Reid is just not Sharknado , might as well call it nonado if no April #AprilLives #Sharknado3" |
Federer is about to be done with his match in the same time the 5th set of the Hewitt vs. Tomic match takes! |
I think those that care about Newcastle Utd. really need to stop this happening. |
"remember when ashton tweeted me about the 1st atlanta meetup :,)" |
With that touchdown catch, TE Michael Roberts is now the school record holder for touchdown catches in a season passing Lance Moore. |
Discover The Many Dangers Of Vaccines and Vaccination |
Jurassic Park is BACK! New Trailer for the 4th Movie, Jurassic World - |
im so bored i dont want to watch jurassic park for the hundredth time, i just want it to fucking be sunday already.. |
Big joe keeping it littt 'I will beat Conor McGregor' declares Donegal man Joseph Duffy / Sunday World |
I really want the Kurt Cobain album coming out in November |
Conor told Dana White that he'd knock Aldo out in the 1st minute... He did it. Wow. |
"Jessica is not going to come back to OT9 as sad as that may be, you have to understand that." |
#MPN #OneDirection#MtvStarsNiallHoran JESUS😍😍😍😍😍 |
Paul Dunne going to make history tomorrow #IrishEyesAreSmiling |
Friday Night Lights on Spotify? This Friday's about to get grimey. |
Wow! Rousey vs. Holm moved to same night as Lawler vs Condit in Australia. #Albuquerque is going to be nuts Nov 14! |
Will the Dakota Access pipeline take a place in a bitter history? The pipeline would carry as much as 570,000... |
Lmao just turned on my ipod for 1st time in 4evs & this is the last photo |
yay omg we are off school on April 1st we break up for the hols so if Janet stays over in Liverpool i could try and meet her the next day or |
TONIGHT!!! we proudly pres. our 7th HALLOWEEN party with LIMEWAX & many more - this time at Studio 21 (twenty one) |
They are more usually seen behind bars in the Netflix original series. But on Sunday the trio had a whale of a time at the Billie Jean |
Rivers to Gates\u002c for only the 3rd time this season. Keep it up Chiefs\u002c fantasy teams need you |
End of preview. Expand in Data Studio
GRADIEND English Sentiment (NRC) Neutral Data
Filtered tweet_eval texts with no NRC polarity (positive / negative) lexicon words — not only the top-20 mask targets used by aieng-lab/en-sentiment-nrc. For neutral evaluation.
Usage
from datasets import load_dataset
neutral = load_dataset("aieng-lab/en-sentiment-nrc-neutral", split="train")
texts = neutral["text"]
One split: train.
Dataset Details
Description
Neutral evaluation text for GRADIEND polarity experiments. Rows come from
cardiffnlp/tweet_eval (sentiment) after excluding the sentiment-adjective
targets used in the paired labeled dataset (selected via NRC polarity at
generation time). The NRC lexicon file is not redistributed here.
Structure
text: neutral text
Sources
cardiffnlp/tweet_evalsentiment- NRC Emotion Lexicon (selection / exclusion at generation only)
Dataset Creation
gradiend.examples.train_sentiment.generate_data → generate_neutral_data
(default neutral_max_size=1000).
Bias, Risks, and Limitations
Neutral only w.r.t. the excluded polarity adjectives. Tweet domain bias applies.
License
CC BY 3.0 — same as TweetEval sentiment. Attribution required. Twitter / X ToS still apply to tweet text (as for TweetEval).
Citation
@misc{drechsel2026gradiendpythonpackageendtoend,
title={The {GRADIEND} Python Package: An End-to-End System for Gradient-Based Feature Learning},
author={Jonathan Drechsel and Steffen Herbold},
year={2026},
eprint={2602.23993},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2602.23993},
}
Dataset Card Authors
jdrechsel
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