Model: tomaarsen/mpnet-base-msmarco-margin-mse-nanobeir
Author: tomaarsen
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, mpnet, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:10000, loss:MarginMSELoss, en, dataset:tomaarsen/msmarco-Qwen3-Reranker-0.6B, arxiv:1908.10084, arxiv:2010.02666, base_model:microsoft/mpnet-base, base_model:finetune:microsoft/mpnet-base, license:apache-2.0, model-index, co2_eq_emissions, endpoints_compatible, region:us
Base models (finetune): id: microsoft/mpnet-base
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:10000, loss:MarginMSELoss
base_model: microsoft/mpnet-base
widget: source_sentence: what commands can i use in netflix?
sentences: Netflix is a streaming service that allows our customers to watch a wide variety of award-winning TV shows, movies, documentaries and more on thousands of Internet-connected devices. With Netflix, you can enjoy unlimited viewing of our content without having to watch a single commercial., Best Answer: You can check out http://instantwatcher.com to see everything they have available. Currently there are 9,381 movies. Netflix's API says they have 4,505 TV shows, but their system counts individual seasons as separate titles. The true number is probably between 1,500-2000. As far as I know, there was a time when people thought that Netflix is the best service for watching TV shows and movies., The Cortana help section includes the recommended commands you should use for each app. Netflix, for example, uses Netflix find [show or movie].. Cortana commands work by either speaking or typing (if you don't have a microphone or can't bring yourself to talk to your computer). If you do use the voice feature, don't forget to start with Hey Cortana.., InstantWatcher is a better way to search for Amazon Prime and Netflix videos. The site helps you find what you want to watch. Find Ratings. Amazon Prime Instant Video and Netflix both provide a wide variety of movies and television shows on their video streaming services. But finding the show you want to watch can be frustrating., Courageous fullmovie-youtube-Watch movies online instantly with netflix movies. see a list of all available instant netflix movies and start your streaming at movies.com..., AllFlicks is a Netflix search engine that, according to Lifehacker, âprovides much more powerful search criteriaâ than Netflix. In addition to searching, you can browse Netflixâs catalog and sort the list of movies and TV shows by Title, Release Year, Genre, Rating, and Netflix Availability Date. By default, the list is sorted by Netflix Availability Date, so that you can quickly see whatâs new on Netflix., What special equipment do I need to watch Netflix. All you need is a computer and a connection to the internet and you can watch it directly on Netflix.com. In addition you can download the free Netflix app onto your smart TV, game console, streaming player, phone or tablet., To get Netflix on your player you need to select the Netflix App icon, or download it from your connected Blu-ray playerâs store if itâs not displayed. Enter your account information as normal and add the activation code to the Netflix site to activate the player on your account., tv The Best Streaming Netflix TV Shows. List Rules Serial TV shows that are currently streaming on Netflix. No movies. The best streaming Netflix TV shows include some great television dramas, sci-fi/adventure shows, sitcoms, and reality TV programs., source_sentence: can the new zealand citizen be a dependant child when applying for a 461 visa
sentences: The subclass 461 visa is valid for five years and it may be renewed, subject to certain conditions being met. The visa extension may be granted even if the relationship with the New Zealand citizen on the 444 visa has broken down, as long as certain conditions are met.enerally, the applicant should not be married, but a widow or divorced person is able to apply. One non-blood relationship which is acceptable is if the applicant for the 461 visa is a dependent child of the New Zealand citizenâs partner or spouse., You can claim a boyfriend or girlfriend and their children as dependents if they are your qualifying relatives. they are not a qualifying child of another taxpayer. they meet all of the requirements above to be a qualifying relative., This generally would be your parent or guardian. Here are the criteria for being claimed as a dependent as a qualifying child 1  : You are the child, stepchild, foster child, sibling, stepsibling or descendant of another taxpayer. 2  You lived with the taxpayer for more than half a year (there are some exceptions)., 1 An Australian citizen travelling on an Australian passport. 2  British citizen and or British passport holder who can produce evidence of the right to reside permanently in the UK (you can stay up to six months)  A citizen of a country which has a visa waiver agreement with New Zealand (you can stay up to three months)., Posted. Normally, parents are not considered dependents unless the situations in this document apply: http://www.cra-arc.g...5/lgbl-eng.html. For non-resident dependents (such as the spouse or children of a newcomer to Canada who is still residing in their home country), you are able to claim them as dependents.osted. Normally, parents are not considered dependents unless the situations in this document apply: http://www.cra-arc.g...5/lgbl-eng.html. For non-resident dependents (such as the spouse or children of a newcomer to Canada who is still residing in their home country), you are able to claim them as dependents., Answer: Each child can only be claimed as a dependent by one parent (except when married couples file taxes jointly). Typically, in the case of divorced, separated, or never married parents, it is the custodial parent who is legally able to claim a child as a dependent for tax purposes., Effective August 1, 2014, Citizenship and Immigration Canada has changed its definition of a dependent child for its immigration programs. A dependent child must be under 19 years of age, instead of the previous limit of under 22 years of age. Find out more about the change in the definition of a dependent child. son or daughter is considered a dependant of their parent when the child is: 1  under 19 years old, and does not have a spouse or partner, or. 2  19 years old and over, and has depended largely on the parentâs financial support since before the age of 19 because of a physical or mental condition., Children who qualify as dependents. If your son or daughter is your biological child, stepchild, foster child, sibling, step-sibling, or a descendant of any of these individuals, you can claim him/her as your dependent, but the child canât turn 19 at any time during the tax year (age 24 if a full-time student)., There is no age limit on claiming your child as a dependent if the child meets the qualifying relative test. As long as all of the following tests are met, you may claim a dependency exemption for your child:1  Qualifying child or qualifying relative test, 2  Dependent taxpayer test, 3  Citizen or resident test, and.o meet the qualifying child test, your child must be younger than you and, as of the end of the calendar year, either be younger than 19 years old or be a student and younger than 24 years old., source_sentence: how soon can i start the nuvaring
sentences: Nuva ring effective in 7 days? How does this work? I just started Nuva ring, actually it's my first birth control, and my doctor said that it only takes 7 days to become effective. I've always heard it takes a FULL Cycle...It's making me think about how many hormones are actually in the ring... does anyone know why it only takes 7 days opposed to a full cyle? thanks., Menorrhagia is not something you have to put up. with, and NovaSure may be the solution. *The average treatment time is 90 seconds, and the entire NovaSure procedure. typically takes less than 5 minutes to complete., If NuvaRingÂ® is not started within five days after a first trimester abortion or miscarriage, begin NuvaRingÂ® at the time of your next menstrual period. Counting the first day of your menstrual period as Day 1, insert NuvaRingÂ® on or before Day 5 of the cycle, even if you have not finished bleeding. During this first cycle, use an extra method of birth control, such as male condoms or spermicide, for the first seven days of ring use., #1 trinidadman Junior Member. Hello, I have a female friend of mine doing 15mg (5 morning 10mg at noon) of anavar , she has been on for about 5 days, when should she start to see any results? Bye the way before everyone starts asking why the morning afternoon stuff., Alternatively, if the NuvaRing is outside the vagina for more than three hours during the third week, you can start using a new ring right away. This may cause breakthrough spotting or bleeding. Use a backup method of contraception until you have used the new ring continuously for seven days. Or, if you used NuvaRing continuously for at least the previous seven days prior to explusion, you can discard the ring and wait up to seven days from the time the ring was removed or expelled to insert a new ring., RE: do you have to store nuvaring in the refrigerator for it to be active? i got my nuvaring about 2 weeks ago and they told me to keep it stored in the fridge, i&#39;ve had it in the side of my daughters diaper bag the whole time cause i forgot all about it., No!!! You need to keep Nuvaring in for for 3 weeks, take it out for one week, (7 days) then replace with a new one for another 21 days! If you take it out , you before 21 days you can get pregnant. And on the web site they have a little desktop app that keeps track of the in and out times., Just yesterday I went to the doctor to start on the NuvaRing. The doctor had me insert the ring at the appointment even though I'm at day 15 of my cycle. When I got home, I read that women who are starting NuvaRing who haven't been on another form of oral contraceptive should start the ring between days 1 and 5 of their cycle., Take one tablet as soon as possible after unprotected sex. The manufacturer recommends to take within 72 hours (3 days) after unprotected sex, but studies have shown moderate efficacy still exists if taken up to 120 hours (5 days) after unprotected sex. Levonorgestrel 0.75 mg, two tablet regimen., source_sentence: who wrote the bell curve
sentences: First, you have to know a little about statistics. I assume that the grades are drawn from a normal (bell-curve) distribution. These distributions have an average (also called a mean) and a standard deviation (stdev), which measures how wide the distribution spreads out., So if you want a bell curve chart, you first have to enter the right data. In this tutorial, we select a range of numbers corresponding to a Mean average and a Standard Deviation. After applying Excel's Normal Distribution function to those numbers, Excel gives you a perfectly-formed bell curve., With standardized IQ tests, IQ tests are designed so that their scores have a âbell curveâ distribution in the general population with an average of 100. This curve has a peak in the middle where most people score and tapering ends where only a few people score. In statistics this is called a normal distribution., Definition: The term bell curve is used to describe the mathematical concept called normal distribution, sometimes referred to as Gaussian distribution. âBell curveâ refers to the shape that is created when a line is plotted using the data points for an item that meets the criteria of ânormal distributionâ.he important things to note about a normal distribution is the curve is concentrated in the center and decreases on either side. This is significant in that the data has less of a tendency to produce unusually extreme values, called outliers, as compared to other distributions., See normal distribution for the bell curve in statistics. The Bell Curve is a controversial, best-selling 1994 book by Richard J. Herrnstein and Charles Murray exploring the role of intelligence in American life. The authors became notorious for the book's discussion of race and intelligence in Chapters 13 and 14., Noun. 1. Gaussian curve-a symmetrical curve representing the normal distribution. bell-shaped curve, Gaussian shape, normal curve. statistics-a branch of applied mathematics concerned with the collection and interpretation of quantitative data and the use of probability theory to estimate population parameters.aussian curve-a symmetrical curve representing the normal distribution. bell-shaped curve, Gaussian shape, normal curve. statistics-a branch of applied mathematics concerned with the collection and interpretation of quantitative data and the use of probability theory to estimate population parameters., Chebyshev's Theorem. The Russian mathematician P. L. Chebyshev (1821- 1894) discovered that the fraction of observations falling between two distinct values, whose differences from the mean have the same absolute value, is related to the variance of the population., A visual glossary of hat types for men, hats, mens hats, advertisement, ad, social media ideas, infrographics, fashion, chef hat, derby hat, beret, cowboy hat. Fashion in Infographics has a chart for every fashion thing you've ever wondered about. So says Buzzfeed, and our followers agree., Definition: The term bell curve is used to describe the mathematical concept called normal distribution, sometimes referred to as Gaussian distribution. âBell curveâ refers to the shape that is created when a line is plotted using the data points for an item that meets the criteria of ânormal distributionâ., source_sentence: wht is tartaric acid
sentences: Tartaric Acid. Tartaric acid is a naturally occurring organic acid which appears as a white crystalline solid at room temperature. Foods such as grapes, apricots, avocados, apples and sunflower seeds have all been known to have high concentrations of the acid.Alternatively, it has also been found in tamarinds which are a type of tree indigenous to tropical Africa and other warms parts of the world.ses. As mentioned above, Mexican cuisine relies heavily on the use of tartaric acid which, when combined with baking soda, acts as a leavening agent. The acid also plays a major role in wine-making where it is used during the fermentation process for acidity adjustments to make for a more palate pleasing taste., Send Enquiry. Tartaric Acid. Tartaric acid is a white crystalline diprotic organic acid. It occurs naturally in many plants, particularly grapes, bananas, and tamarinds, and is one of the main acids found in wine.It is added to other foods to give a sour taste, and is used as anantioxidant. Salts of tartaric acid are known as tartrates.end Enquiry. Tartaric Acid. Tartaric acid is a white crystalline diprotic organic acid. It occurs naturally in many plants, particularly grapes, bananas, and tamarinds, and is one of the main acids found in wine., Acids are used as additives to drinks and foods, as they alter their taste and serve as preservatives. Phosphoric acid, for example, is a component of cola drinks. Acetic acid is used in day-to-day life as vinegar. Carbonic acid is an important part of some cola drinks and soda.Citric acid is used as a preservative in sauces and pickles. Tartaric acid is an important component of some commonly used foods like unripened mangoes and tamarind.cids are used as additives to drinks and foods, as they alter their taste and serve as preservatives. Phosphoric acid, for example, is a component of cola drinks. Acetic acid is used in day-to-day life as vinegar. Carbonic acid is an important part of some cola drinks and soda., Sour salt is actually citric acid, a white crystalline compound with an acidic, tart taste; it is often used to furnish the sour taste element in sweet/sour dishes such as cabbage soup., Cream of tartar, which is actually a byproduct of the winemaking process, is an acidic powder that is typically used in baking to stabilize eggs and creams, as well as adding volume and thickness to the final product., Fumaric acid or trans-butenedioic acid is the chemical compound with the formula HO 2 CCH=CHCO 2 H. This white crystalline compound is one of two isomeric unsaturated dicarboxylic acids, the other being maleic acid.umaric acid has been used a food acidulant since 1946. It is approved for use as a food additive in the EU, USA and Australia and New Zealand. As a food additive, it is used as an acidity regulator and can be denoted by the E number E297., July 1, 2008 in Baking, How-To's and Tips, Ingredients 72 Comments. Cream of tartar, more technically known as potassium hydrogen tartrate, is a fine white powder with many culinary applications. It is a byproduct of the winemaking process as the powder forms inside wine barrels during fermentation., Tartaric acid is a white crystalline organic acid that occurs naturally in many plants, most notably in grapes.he acid itself is added to foods as an antioxidant and to impart its distinctive sour taste. Tartaric is an alpha-hydroxy-carboxylic acid, is diprotic and aldaric in acid characteristics, and is a dihydroxyl derivative of succinic acid., Citric acid is found naturally in several fruits and berries, and is commonly added to many foods and beverages as a preservative or for flavor. It has a tart taste, and is also known as lemon salt or sour salt. Many of our customers use our citric acid to clean dishwashers and dishes, or to make fizzy bath bombs (fun!). Citric acid is completely natural, produced by cells during the Krebs cycle.
datasets: tomaarsen/msmarco-Qwen3-Reranker-0.6B
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
co2_eq_emissions: emissions: 31.745781717873594
energy_consumed: 0.08167125900528835
source: codecarbon
training_type: fine-tuning
on_cloud: no
cpu_model: 13th Gen Intel(R) Core(TM) i7-13700K
ram_total_size: 31.777088165283203
hours_used: 0.242
hardware_used: 1 x NVIDIA GeForce RTX 3090
model-index: name: mpnet-base finetuned on MSMARCO via distillation
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: msmarco eval 1kq 1kd
type: msmarco-eval-1kq-1kd
metrics: type: cosine_accuracy@1
value: 0.875
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.931
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.94
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.95
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.875
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31033333333333324
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.188
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09500000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.875
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.931
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.94
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.95
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9160765514570743
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.904880158730159
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9062235162428945
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoMSMARCO
type: NanoMSMARCO
metrics: type: cosine_accuracy@1
value: 0.3
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.44
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.56
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.14666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.11200000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.44
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.56
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4741030934710993
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.40444444444444444
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.41365098757293595
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoNFCorpus
type: NanoNFCorpus
metrics: type: cosine_accuracy@1
value: 0.38
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.48
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.54
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.56
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.38
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30666666666666664
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.276
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.21
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.022723585120855795
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.050036104101378175
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.06900653759106638
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.0877964860916418
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.25624627647513387
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.433
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.10100828875369229
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: NanoNQ
type: NanoNQ
metrics: type: cosine_accuracy@1
value: 0.24
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.38
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.52
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.56
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.24
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.12666666666666665
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10400000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.062
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.23
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.36
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.49
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.55
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3881861300409599
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.34133333333333327
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3434488210543451
name: Cosine Map@100
verified: no, task: type: nano-beir
name: Nano BEIR
dataset: name: NanoBEIR mean
type: NanoBEIR_mean
metrics: type: cosine_accuracy@1
value: 0.30666666666666664
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4333333333333333
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.54
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6066666666666667
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.30666666666666664
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.19333333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.164
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.114
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18424119504028527
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.28334536803379273
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.37300217919702217
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.44593216203054725
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3728451666623977
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3929259259259259
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.28603603246032444
name: Cosine Map@100
verified: no
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Created: 2025-07-07 08:47:45