Model: mazej/all-MiniLM-L6-v2_MultipleNegativesRankingLoss_b32_accs8_185348_fine-tuned
Author: mazej
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:18364, 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:18364, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget: source_sentence: Shared Web Hosting provider for video or social networking sites
sentences: for j in . ; do cp $j ../$name-S$i.gid/${j%%. }$i.${j#.} done Could someone tell me what this for loop does? What do *, % and # mean? ($name is a path of a directory in which there are -S1.gid ... -Sn.gid directory), Just browsing through Code Complete last night and I came across the explanation of abstract data types. I must have read it 5 times, and the Wikipedia article doesnt help much either. So what Im looking for is a simple explanation of exactly what is an Abstract Data Type? Any solid examples? In C# or VB? I understand that String is supposed to be one, why is this? And why isn't Int32 one? Or is it? Any pointers much appreciated., How to find web hosting that meets my requirements? I'm searching for hosting for the back-end and web client of an application that uses node.js and mongodb on the back-end and PHP on the web client. There are many options for hosting node: Heroku Nodester * Joyent For PHP nearly all hosting options are able of rendering PHP, for mongodb the node hostings allow databases as well. The project will have low usage, would it be better to use a VPS hosting where I can install all the software needed (PHP, Node and Mongo) like AmazonsEC2 micro instances? Are there any good alternatives to Amazon EC2?, source_sentence: Browser's default search engine
sentences: I am trying to play with Android...To change the default search engine (now is Google, or add more selectables) when I press the search button on the device. Is there anyway to do it? I have HTC Hero and HTC Desire, already rooted, Solve is an amazing tool, but sometimes it doesn't work in the way I expect it to. The particular instance that is confusing me right now is this: Solve[a==b&&c==d,a] I expect it to tell me that a->b, but instead it gives no solutions. I am using version 9, if this makes a difference. To be clear, my question is _not_ how do I fix this example (e.g. Ian, just do Solve[a==b&&c==d,{a,c}]), but rather, _why_ does it think there are no solutions. Bonus if you can provide a tool that does think a->b is a solution. Thanks to in the comments for the illustrative example -- it made obvious what was not obvious to me before; Solve performs a task which is only an approximation to the everyday meaning of the word solve. When I think of the expression Solve[expr,vars], what I want it to do is treat every symbol not in the list vars as known and solve for the unknown symbols in vars. What it actually does is try to find a set of replacements for the symbols in vars such that expr/.soln is True. This slight difference in meaning is usually not an issue, but for examples like the one above, and also ones like Solve[{a==b,b==c},c] these two meanings give very different, but respectively correct, answers. I guess the updated question is just the bonus: is there a function which does a better job of approximating the usual definition of solve., I am trying to include an image in my document: \documentclass[a4paper,10pt,twoside]{book} \usepackage{graphicx} \begin{document} \def\foo{scale=0.1} \includegraphics[\foo]{fig1.eps} \end{document} gives me the error ERROR: Package xkeyval Error: scale=0.1 undefined in families Gin. It has something to do with macro expansion, but I was not able to solve it. Then I saw this question with the following answer > Defining a private \includegraphics allows you to call macros as optional > arguments: > > > > > \begingroup > > \noexpand\includegraphics > \if\relax\detokenize{#1}\relax\else[#1]\fi > }\x > } > > \newincludegraphics[\scalefactor]{image} > where the new macro \newincludegraphics was defined. MWE \documentclass[a4paper,10pt,twoside]{book} \usepackage{graphicx} \begin{document} \begingroup \noexpand\includegraphics \if\relax\detokenize{#1}\relax\else[#1]\fi }\x } \def\foo{scale=0.1} \newincludegraphics[\foo]{fig1.eps} \end{document} Nevertheless I still get this error: ERROR: You cant use `\spacefactor in vertical mode. --- TeX said --- l.62 \newincludegraphics [scale=0.1]{fig1.eps} What could be the cause of this error, and is there a workaround without defining another macro to include graphics?, source_sentence: Listings package: How can I format all numbers?
sentences: SEO (or other) problems with a 404? I have a dynamic website that allows registered users to upload and display images on the their profile page. As each user may upload less than the maximum limit of 20 images, there would be some empty images on the page. I am using javascript to hide these empty images. The loading of the profile page would generate a series of 404 errors depending on the number of empty images. Would these 404 errors affect the SEO of the page and the website?, First question，How to Compile this？ gather[data_]:=Gather[data, Mod[#1, 3] == Mod[#2, 3] &] I dont know why this is wrong. cf = Compile[{{data, _Integer, 1}}, Gather[data, Mod[#1, 3] == Mod[#2, 3] &]] cf[Range[9]] cf[Range[10]] Second question，How to Compile this？ gather[data_] := Gather[data, Count[#1, 0] == Count[#2, 0] &] gather[RandomInteger[{0, 5}, {10, 5}]], For my project, Ive been using the listings package in order to color the keywords, comments, strings, and digits in the code. The thing is, Ive managed to color the keywords, comments and strings, however, I couldnt color the digits within the code without coloring those in the comments/strings. Ive tried using the solution proposed in Coloring digits with the listings package; however, it didnt work. The digits werent colored in the strings, but they were in the comments. Would you be kind to suggest me a solution?, source_sentence: Can a 3rd party app technically take better pictures?
sentences: Similarly between Last month and The last month. Last week implies, at some point during the _previous_ week. Not inclusive of the current week. What exactly does the last week mean? Is that inclusive of the current time? Same question for the last _n_ weeks? Or are phrases ending with _ago_ the only qualifier for being for being inclusive of the current week? _A month ago_ pretty obviously implies a period of 30 days going back from current time. !, Hyphens in verb construction containing prefix such as “re” > Adding a prefix re to a word, with or without a hyphen? I have a question about the use of the prefix re, that means do it again in my context. Let me explain: in mathematics we use the concept of parameterized objects, that is, objects obtained while some parameter varies (think of the parameter as the time and the object as a point moving on a plane). Well, if we describe the movement using the parameter we say that we are parameterizing or the object is parameterized. So, if we change the parameter by another one (for example, change the speed of the clock) we say that we are reparameterizing the object. This is my question: Which is better: reparameterized or re- parameterized? I've just found this discussion but I remain uncertain., Ive got a Samsung Galaxy Grand Neo (Jelly Bean). It has a 5 mp camera but Im not satisfied with the picture quality. Will it help if I use another app like Camera Zoom FX or anything? If yes, then which app should I use?, source_sentence: Do you need to get a -or- an European ID
sentences: Most profitable way to get rid of equipment So, in Guild Wars 2 you have four things you can do with unwanted equipments: Sell on a vendor. Salvage the equipment. Mystic Forge. If you're lucky and the item is worth something, sell on the Trading Post. Usually I salvage Basic (white) items and Mystic Forge the rest to try to get better equips, but this probably is nonsense. What is the best strategy?, I would like to collect some census data for every block group in New England. Im primarily interested in median income and median age, and ideally Id like a large .csv file with one row per census block group and one column per variable (e.g. id variables, median_income, etc.). American FactFinder seems almost useless for this kind of thing. Does the census have a bulk data export option?, When should I use “a” vs “an”? Im writing about concepts in programming languages, and for instance in the Java language, so-called annotations are declared with an @ sign in front of them. When such annotations are referred to in the text, is the @ typically pronounced by the reader, or is it silent? That is, would you write > Use an annotation or > Use a annotation My gut feeling is that the latter variant is better, but then again, Im not a native English speaker (nor a native Java programmer). I would prefer to be explicit, and thus not to write > Use a SuppressWarnings annotation
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: 0.7608102843786522
name: Cosine Accuracy@10
verified: no, type: cosine_precision@10
value: 0.10194779898714453
name: Cosine Precision@10
verified: no, type: cosine_recall@10
value: 0.7081754394698808
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5925809656524124
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.581944212563612
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5486032367546292
name: Cosine Map@100
verified: no, type: dot_accuracy@10
value: 0.7608102843786522
name: Dot Accuracy@10
verified: no, type: dot_precision@10
value: 0.10194779898714453
name: Dot Precision@10
verified: no, type: dot_recall@10
value: 0.7081754394698808
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5925809656524124
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.581944212563612
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5486032367546292
name: Dot Map@100
verified: no
Likes: 0 | All-time downloads: 8
Created: 2025-05-07 17:06:18