agentlans/deberta-v3-base-quality-v3
Text Classification • 0.2B • Updated • 1
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51,662 | Previous: Previous post: So…just how bad are Irish Universities?
Next: Next post: Concurrent task performance enhances low-level visuomotor learning (a rare exception to the general rule that multitasking dramatically and seriously degrades performance).
Take-home message: repeated practice with material that must be r... | 4.671488 | 2.746471 | -2.170281 | 2.853863 | 0.484217 | 1.347423 | 3.491775 | 2.009419 |
57,869 | Shah Alam, 28 September 2011: DiGi Telecommunications Sdn Bhd (DiGi) and MY Evolution Sdn Bhd (MY Evolution) today introduced Malaysia's first Machine-to-Machine (M2M) Mobile Virtual Network Operator (MVNO) service. The new service enables communication for machines and devices using DiGi's network.
DiGi's Head of Stra... | -4.880599 | 0.988307 | -5.217624 | 1.174414 | 5.336428 | -4.849918 | -4.769123 | -0.191528 |
2,985 | Virgin Galactic’s SpaceShipTwo crashed on Friday 31 October during a test flight in California’s Mojave Desert, killing one of the two crewmembers.
It is early and premature to make any hypothesis about what went wrong with SpaceShipTwo, but this accident is a wake up call to the industry about how dangerous it is to r... | 4.763556 | 2.01382 | -3.441278 | 1.428328 | 2.773104 | -2.560321 | -2.221855 | 0.77457 |
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95,245 | (July 1, 2008) When you think about the well-being of your company - you must look at the big picture, your one and five year plan and just for fun build in some succession planning. Short term thinking will be the death of us all. CIO Insight is running a pertinient series by Gary Perman on retaining IT Execs. The ope... | 4.76452 | 1.222713 | -2.373063 | 1.3257 | 5.502966 | -3.254076 | 0.706167 | 0.77135 |
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The compact kit includes 2 tyre levers, a magnetic bit holder, slotted bit, phillips #2 bit, Torx25 bit as well as 2, 2.5, 3, 4 and 6mm hex bits.
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62,554 | Source Mologen AG. (1/17/19). "Press Release: Full Placement of Convertible Bond 2019/2027. Total Amount Issued: EUR2.7 Million, Maturity of 8 Years, Coupon of 6% p.a. [NOT FOR US, CA, JP, et al.]". Berlin. | -6.625437 | 0.407106 | -11.504723 | 0.207351 | -4.568022 | -2.740616 | -2.828406 | -1.087596 |
45,403 | Pros: well-constructed, solid armband. Big, clear plastic screen to access your phone. Fits well, and is nice and snug. The little zipper on the back side (in my picture) is perfect for a key or an ID card. | 2.619129 | -0.14017 | -11.48933 | 0.205397 | 1.78455 | -5.002774 | -4.778328 | -1.11845 |
65,160 | I had a similar issue and fixed it with sysctl kernel.hostname=NAME and made it survive reboots by creating the file hostname.conf in /etc/sysctl.d/ with kernel.hostname = NAME in it.
Edit: I saw on the sailfish dev mailing list that creating /etc/hostname will also work. I haven't tried it myself though.
yep. using "e... | 4.768199 | 1.246881 | -3.888305 | 0.355994 | -4.790697 | 0.043019 | 3.077607 | 0.486408 |
46,434 | FlexPak 3000 drive hardware manual, D, for detail. Important: Before operating the drive, you must perform Quick Start and the selftuning procedure, described in the OIM manual. Jan 12, 2015 Reilance Electric FlexPak 3000 DC Drive repaired by experienced technicians. Katie Nyberg presents Galco's repair capabilities. C... | -6.764825 | 1.218916 | -5.122152 | 1.798585 | -7.144025 | -1.804395 | -2.753227 | 0.004867 |
9,641 | It seems like an ideal cellulite treatment: just an undergarment that you wear that then gets rid of cellulite through the natural action of your body. But do they work?
Yes and no. Obviously, while you are wearing the compression shorts, your cellulite will be concealed, and if you wear them regularly, you might see a... | 4.76579 | 0.705465 | -4.989937 | 0.977849 | 5.526271 | -4.058754 | 3.3221 | 0.461089 |
59,133 | When you’re thinking of all of the overhead costs for your business, investing in your landscaping may not be at the top of the list. However, professional landscaping can make a big difference to your employees and customers alike. Don’t let your landscaping fall to the back burner when you’re making your company’s bu... | -3.413048 | 1.158832 | -6.721801 | 1.22129 | 5.070958 | -7.781938 | -4.662608 | -0.358109 |
52,131 | Departments reporting to the Office of Business and Finance (OBF) will have modified schedules and/or operate on limited crews on Thursday, August 24, for their annual summer event. If there is an urgent need during department closure times, contact Safety and Security at 206-281-2922 to reach department personnel.
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96,848 | Former teen heartthrob David Cassidy, who rose to fame in the 1970s when he was cast as Keith Partridge on the hit sitcom The Partridge Family, has died. He was admitted earlier this week to hospital after suffering kidney and liver failure and died yesterday evening.
David was born into a showbusiness family that incl... | 4.763762 | 1.159367 | -3.048899 | 1.095728 | 2.676044 | -3.330104 | -4.76069 | 0.236289 |
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15,179 | At a very young age, Gilda Radner learned how to ward off playground jerks looking to turn her weight into a subject of ridicule. “Comedy is hitting on the truth before the other guy thinks of it,” were words she lived by, and a reliance on self-deprecating humor became a key to her survival. Soon after the opening cre... | 4.6762 | 1.191997 | -2.193165 | 0.838103 | 6.281737 | 0.878414 | -3.940192 | 0.617887 |
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7,988 | The 37657th positive integer is an odd prime number that follows the number 37656 and comes before 37658. Thirty-seven thousand six hundred fifty-seven is 5 digits long.
Q: Is 37657 a prime number?
Q: What is the negative number for 37657?
Q: What is half of 37657?
Q: What is a third of 37657?
Q: What is a quarter of 3... | 4.765532 | 1.871313 | 7.297432 | 1.958672 | -1.111001 | 7.771557 | 3.298171 | 2.400371 |
13,535 | What do the data say about dollarization and international lending?
Arellano and Heathcote’s model provides a theoretical case for dollarization as a means of building credibility and increasing global financial integration. But how has dollarizing played out in the real world?
In a separate section of their staff repo... | 4.767159 | 2.309878 | -0.724954 | 2.046148 | 5.52073 | 1.834821 | 3.343966 | 1.882557 |
90,076 | Asteroids are classified as small metallic, rocky bodies that orbit around the sun. They do not have atmospheres and are too small to be called planets. The main collection of asteroids in our solar system is in the aptly named asteroid belt. This belt is found between Mars and Jupiter and contains millions of asteroid... | 4.766455 | 4.023755 | 3.444601 | 3.138118 | 5.3348 | 5.025292 | 3.459457 | 3.177117 |
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What, exactly, do you mean when you say ""backup""?
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28,824 | An Appointment Request is a type of SERVICE REQUEST for an APPOINTMENT.
Each originating request may result in one or more APPOINTMENT OFFERS, the originating request may be from:Each originating request may result in one or more APPOINTMENT OFFERS.
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40 | Volunteers are needed to help with the Assembly for Children at the 99th International Assembly in July. Below are the dates, times, and volunteers needed for each session. If you will be attending the Assembly and are interested in helping with the Assembly for Children, register online by clicking here. A background ... | 4.767378 | 0.71304 | -6.924928 | 1.490466 | 4.766157 | -6.322746 | 0.826715 | 0.184944 |
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72,819 | It’s the thirteenth day of Christmas, and Gilbert (Patrick Allen) and his wife, Evie (Elizabeth Spriggs), are enjoying an evening drinking wine and playing cards with some old friends. The night is going well, that is until Gilbert and Evie’s mentally ill son, Richard (John Wheatley), shows up and puts an uncomfortable... | 4.754722 | 1.464448 | -2.405991 | 0.973931 | 3.232741 | -1.228879 | 1.659307 | 0.864457 |
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94,037 | We don't know. Unfortunately, it will most likely be true.
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Recap of the 8th annual Sugar Ray Leonard Foundation's "Big Fights, Big Fighters" event.
The Box Fan Expo returns during Cinco de Mayo weekend in Las Vegas.
Fight to be simulcasted in Mexico.
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He has 129 hits this year along with 63 runs scored and 42 RBI.
They rank 21st with 24 dimes allowed per game and 25th with 45 boards surrendered per contest.
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The basic Skype servi... | 4.766773 | 1.878497 | -5.926673 | 1.749763 | 6.186757 | -3.206423 | -1.548878 | 0.761307 |
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9,325 | Know Stevenson High Class of 2004 graduates that are NOT on this List? Help us Update the 2004 Class List by adding missing names.
More 2004 alumni from Stevenson HS Livonia, MI have posted profiles on Classmates.com®. Click here to register for free at Classmates.com® and view other 2004 alumni.
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14,402 | The incident with the aircraft has doubtless jeopardized relations between the two Eurasian giants.
The incident involving the shooting down of the Russian aircraft by the Turkish Air Force will be a difficult test for bilateral relations between Moscow and Ankara. Until recently, politicians and analysts viewed them a... | 4.763977 | 2.063345 | -2.982077 | 1.361534 | 6.620889 | -1.96071 | -1.366844 | 0.985058 |
64,501 | Fulton County Common Pleas Court will be transformed to update technology and wheelchair access but will retain much of its historical aspects.
Judge Jeffrey Robinson points out original wallpaper unearthed in Common Pleas Court. The design will be replicated in the renovation.
One hundred and eighteen years after the ... | 4.715697 | 1.941484 | -4.435388 | 2.205496 | 3.043668 | -4.46665 | -4.161355 | 0.687852 |
71,502 | Shamil Norshidi lives in Kuala Lumpur, Malaysia. Formerly with the United Nations, Shamil is completing his Masters in Economics at the University of Malaya and is interested in the development of a sustainable and green economy South East Asia. Shamil has previously written for local news agencies such as Astro AWANI ... | 4.76954 | 0.480594 | -7.004855 | 0.730302 | 3.466097 | -8.268836 | -4.760751 | -0.598917 |
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Text by Gracia Morales, Ramiro Villapadierna, Juan Bordes, Santiago Lyon, Misha Sidenberg.
Upfront gathers the work of 23 highly esteemed and talented photojournalists from Latin American countries and from Spain, among them Natacha Pisarenko, Esteban Felix, Catalina Martin... | -4.273739 | 0.875868 | -7.714776 | 1.08121 | -3.221232 | -3.894697 | -2.057361 | -0.388316 |
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92,371 | First officer Katsutoshi Jitsukawa, 42, was sentenced at Isleworth Crown Court in west London.
The Japanese co-pilot was arrested at Heathrow on Oct 28 after failing a breath test 50 minutes before the Japan Airlines flight JL44 to Tokyo was due to take off with him in the cockpit.
"You are an experienced pilot but you... | 4.765764 | 1.183729 | -4.251178 | 0.921339 | 6.605315 | -2.424076 | -4.772841 | 0.273952 |
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M0NKL, ZL3NB, YC9GYI and 20 others like this.
What happened to Stereo B?
FOR ANOTHER SOLAR FORECAST POSTING.
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End of preview. Expand in Data Studio
Text Quality Dataset
Overview
This dataset contains 100,000 rows sampled from the allenai/c4 English split, annotated with various text quality classifiers.
Methods
Classifiers used:
| Label | Model | Method |
|---|---|---|
| fineweb2hq | agentlans/multilingual-e5-small-fineweb2hq-vs-c4-classifier | Logit difference |
| finewebedu | HuggingFaceFW/fineweb-edu-classifier | Raw logits |
| gneiss | ibm-granite/GneissWeb.Quality_annotator | FastText |
| nemo | nvidia/nemocurator-fineweb-nemotron-4-edu-classifier | Raw logits |
| nvidia | nvidia/quality-classifier-deberta | Logit difference |
| ultrafineweb | openbmb/Ultra-FineWeb-classifier | FastText |
| uvp | agentlans/bge-small-en-v1.5-ultrafineweb-vs-pile-classifier | Logit difference |
For FastText-based classifiers, the classifiers' output probabilities were converted to logits log(p). The quality score for those classifiers were computed as the difference of logits between the high-quality and low-quality classes.
Overall score computation
- Scores from all classifiers were centreed and scaled.
- Principal Components Analysis (PCA) was applied.
- The first principal component (PC1) was normalized to z-scores (mean 0, standard deviation 1)
- The z-score is taken as the overall quality score.
For convenience, the dataset is split into an 80% training set and a 20% testing set.
Results
The lower triangle shows pairwise density plots of classifier scores.
The diagonal presents the distribution of each classifier's scores.
The upper triangle displays correlations between pairs of classifiers.
The classifiers' scores show moderate to strong correlations, except for the Nvidia classifier, which is less correlated.
The custom-trained classifiers often give bimodal distributions instead of smoothly varying values.
Despite the above, the overall score correlates well with each individual classifier's quality score.
License
This dataset is licensed under the Open Data Commons Attribution License (ODC-BY).
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