Model: mazej/all-MiniLM-L6-v2_MultipleNegativesRankingLoss_b64_141306_fine-tuned
Author: mazej
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1836, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1836, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget: source_sentence: Problem with calculating $R^2$
sentences: This is actually three questions: 1. Are anti-viruses needed for smartphones running Android OS? 2. Is the Android Market absolutely safe (because all precatuions are taken by Google to prevent any problems)? 3. Which are the big players in the Android Security Software market? Thank you., R^2, ESS, TSS - how well my model predicts outcome I have already posted longer version of my question, however I have obtained no answer, so I will try to make it simpler. I have calculated ESS and TSS for many cycles and my R^2 values where from 0.99 to 1.05. How can I interpret this? Do I have an error in my calculations? I am operating on values within range from 0 to 1 if it matters. The exact way of how I calculate ESS and TSS and what I am working on is available in the question, to which I have already given link at the beginning. Of course I do not believe that my model is so good - what I am afraid that I use inapriopriate way of verifying how well my model reflects real values., Lately, Ive been finding my horse to be more of an annoyance to use than an asset to have. But, maybe Im missing something that could resolve this - or maybe its the _game_ thats missing this. Im hoping someone here can help. First, theres the bit about not being able to fight while on horseback. Okay, Ill acknowledge thats a game limitation and we have to live with it. But, its still no less annoying and actually leads in to the problem Im really asking about here. Theres often times where Ill get off my horse to do battle, or perhaps explore something in the area thats caught my eye. Then, in the course of natural events, Ill shortly find: Ive wandered too far from my horse, in too many odd directions, to quickly find my way back to it. OR Somethings attacked or otherwise spooked the horse into wandering from where Id left it. In either case, Im then left out in the middle of nowhere (a description that probably fits about 85% of the land area in Skyrim) and often times I was well on my way to somewhere that I dont have a nearby Fast Travel location I can jump off from to get to. My options here are: Wander around aimlessly and hope I stumble across my horse. OR Walk the rest of the way to my destination. OR Fast Travel to the nearest available location (which may not really be so near) and start my trip over again with my horse, whos then magically teleported nearby. Two much more ideal options would be: Whistle for my horse to come to me. (Must be within a certain range of the horse.) OR * Add a horse tracker to my compass. Are these features that I'm missing, or features that the _game_ is missing? Does anyone have other suggestions as to how I can avoid these situations, or better recover from them?, source_sentence: How can I reliably and accurately identify the passive voice in writing or speech?
sentences: 1) If I place an object on a table, it will sit there forever. Theres no change in potential or kinetic energy. If I hold the object at the end of my outstretched arm, eventually I cant do it anymore. But the object is still not changing kinetic/potential energy. Where is the loss coming from? 2) Related question: An airplane is flying level in the air. How much power is needed to keep it level? It seems clear that any explanation will revolve around inefficiency in the force-providing mechanism, something to do with how your muscles work for the first question and something to do with drag in the airplane example., Im using the OpenFonts version in this repository, which is a resume template for CS majors: https://github.com/deedydas/Deedy-Resume In the resume template, there are two column minipages created, with each column meant to have several subsections, such as Education, Links, Coursework in the first column and Experience, Research, Awards, Societies in the next column. I want to increase the space between the two columns and I tried the solutions to several questions here to set the space between two minipages, but none of them worked. How do I set the space between the minipages here? I fiddled around with the code a lot, and Ive seen several variations happen, including the overflow issue the repo owner mentions in the README. Here's a minimal .xtx file. deedy-resume-openfont.cls is the class file. \documentclass[]{deedy-resume-openfont} \begin{document} \lastupdated \namesection{Debarghya}{Das}{ \urlstyle{same}\url{http://debarghyadas.com} \\ | 607.379.5733 } %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % % COLUMN ONE % %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \begin{minipage}[t]{0.33\textwidth} % Sections like Education, Links, Coursework over here \end{minipage} \hfill \begin{minipage}[t]{0.66\textwidth} %Sections like Experience, Research, Awards, Societies over here \end{minipage} \end{document} \documentclass[]{article}, What is the difference between the door opened and the door was opened? Are there subtle differences?, source_sentence: Are tidal power plants slowing down Earth's rotation?
sentences: Are tidal power plants slowing down Earth's rotation? Since we have various energy acquiring facilities that harvest energy from earth rotation. (e.g. wind, tidal power planet) Will our earth rotation be slower down? Is there any form of force to accelerate earth rotation speed?, Sometimes in OLS model we have constant for example -2345 significant and doesn't have a mean. Why we must keep it in the model? Why when we drop it the results change? What does it mean? And sometimes it is insignificant. Why?, Finding real roots of negative numbers (for example, $\sqrt\[3\]{-8}$) Yes, I know there are other Threads which have similar questions and yes I read them but I am just not able to solve the problem. Please help me I am totally at the limit with this :( How do I plot a cubic root in Mathematica, where also the negative graph is shown? cubic root in plot without negative graph http://i.stack.imgur.com/6Yne2.png NOTE: Threads I have found and not understood How to plot imaginary part of a function Finding real roots of negative numbers (for example, $\sqrt[3]{-8}$) Plotting Complex Quantity Functions, source_sentence: Am I legally liable for user generated content and comments?
sentences: Ive figured out that if you do /spawnpoint it changes your spawnpoint for the LAN world. So every time I die, I spawn where I want to. And I dont have to use my bed! I'd like to learn other commands, what are they?, Am I legally liable for user generated content and comments? As a webmaster are you legally responsible for content posted on your website. For example a forum, would you be responsible for posts and threads made by other people if they were to break any laws?, I know that theres a Missing command in the Chat Wheel that will report your lane missing, but that only does Missing Top! or Missing Middle! messages it seems. Ive seen people call specific heroes missing before though: A built-in message saying Riki is missing! http://i.stack.imgur.com/9YzXw.jpg How are they doing this? Is it some kind of hotkey I havent found? Is it some complicated custom bind? Is it just something simple that Im missing?, source_sentence: When should the word masters or bachelors be capitalized with apostrophe s?
sentences: Whats the correct form of writing this possessive sentence: 1. Helena and my birthdays are coming. 2. Helenas and my birthdays are coming. 3. My and Helena's birthdays are coming. Any links about the grammar rules related can be useful., When someone has more than one master’s degree, should these be described as have several _masters’_ degrees or several _master’s_ degrees? In other words, which of these two applies: (singular) a master’s degree > (plural) several master’s degrees (singular) a master’s degree > (plural) several masters’ degrees Please note that this is a different question from what this has been marked as a duplicate of. That addresses the question for the singular. This question is about the plural case. There is definitely an apostrophe, but the question is where it should go., It doesnt seem to be consistent how many skills I must level up in order to gain a character level. It also doesnt seem to be a whole number, since I currently have about 2 pixels of bar left to get from level 3 to level 4. What is the formula like for determining when the character gains a level, based on what skills level?
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@10, cosine_precision@10, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100, dot_accuracy@10, dot_precision@10, dot_recall@10, dot_ndcg@10, dot_mrr@10, dot_map@100
model-index: name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: ir eval
type: ir_eval
metrics: type: cosine_accuracy@10
value: 0.7101675107128944
name: Cosine Accuracy@10
verified: no, type: cosine_precision@10
value: 0.09291001168679393
name: Cosine Precision@10
verified: no, type: cosine_recall@10
value: 0.6518262539884135
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5425795193514521
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5355354282993549
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.501158916387855
name: Cosine Map@100
verified: no, type: dot_accuracy@10
value: 0.7101675107128944
name: Dot Accuracy@10
verified: no, type: dot_precision@10
value: 0.09291001168679393
name: Dot Precision@10
verified: no, type: dot_recall@10
value: 0.6518262539884135
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5425795193514521
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5355354282993549
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.501158916387855
name: Dot Map@100
verified: no
Likes: 0 | All-time downloads: 9
Created: 2025-05-07 12:20:14