Model: Ch333tah/modernbert-finqalab-embeddings
Author: Ch333tah
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:101, loss:MultipleNegativesRankingLoss, dataset:Ch333tah/finqalab_embedding_finetune, arxiv:1908.10084, arxiv:1705.00652, base_model:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:101, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: Question: How long do I have to complete the biometric verification?  Answer: Once you receive the OTP, you must finish the biometric process within 45 days. An automated email will remind you to complete it.
sentences: What's the deadline for that fingerprint thing after I get the code?, I'm disputing my capital gains tax calculation from NCCPL, what can I do?, Question: Can I complete the biometric verification from outside Pakistan?  Answer: Yes, if you are currently abroad, you can complete the biometric process either online or by visiting an NCCPL office when you return to Pakistan, provided its within 45 days of account activation., source_sentence: Question: What happens if I don't pay CGT on my PSX transactions?  Answer: If you don't pay CGT on your PSX transactions, the National Clearing Company of Pakistan Limited (NCCPL) can block your account. This means you won't be able to trade or access your holdings until the outstanding CGT is paid. It is important to ensure that all CGT obligations are met to avoid any disruptions in your trading account.
sentences: Question: How can I make zakat non-deductible?  Answer: To make zakat non-deductible, you need to submit a declaration on stamp paper as per regulatory requirements of NCCPL. We can prepare the paperwork for you; however, you will need to sign it and pay an additional fee of PKR 500/- for stamp paper. If you wish, you can initially set zakat as deductible and change it later., My app keeps crashing!  What should I do?, What if I forget to pay taxes on my PSX trades?, source_sentence: Question: What should I do if my IBAN is not verified by RAAST?  Answer: Your IBAN might be incorrect, please verify it and share the correct one with us. The error is due to a mismatch between your bank details and Finqalab account details, please try using a different bank account or a mobile wallet (Easypaisa/JazzCash) that is under your name.  If you do not have another bank account, please send a copy of your cheque or account maintenance certificate for processing. If you provided an RDA account, please try using a local mobile wallet like Easypaisa or JazzCash under your name instead.
sentences: My IBAN isn't working with RAAST, why is this?, Question: How to pay through bank transfers?  Answer: To pay through a bank transfer to our MCB Account, go to the account screen on the app, select My Payment Deposit', select Bank Transfer and then make a bank transfer on the given IBAN number. Once the transaction has been made, enter your account details and lastly, upload the receipt of deposit as proof. It takes 24 hours to process the payment. We only recommend this for transactions above PKR 1 million. Bank Transfer Initiate a Bank Transfer MCB Bank Next Capital Limited PK62MUCB0550019331001281 0550 0193 3100 1281 Enter Details, Will my phone run this app? I'm worried about the specs., source_sentence: Question: Are bonus shares taxable?  Answer: In Pakistan, bonus shares are subject to tax at the rate of 10%.
sentences: I'm wondering if I have to pay tax on bonus shares I received?, Question: Can I sell my bonus shares?  Answer: Yes, once you receive the bonus shares, they become regular shares, and you can sell them on the stock exchange, just like any other shares you own., When should I expect the money in my account?, source_sentence: Question: I'm experiencing issues with logging in to the app. What should I do?  Answer: In case you are facing any issues, Try closing the app and opening it again. Try clearing the cache or updating to the latest version. If the issue still persists, contact our customer support through Whatsapp (+923003672522). Email your query at support@finqalab.com.pk
sentences: Question: The app is not loading properly on my device. What could be the problem?  Answer: If the app isn't loading properly: Please check if you have a stable internet connection. Try refreshing the screen 2-3 times. Close the app and open it again. Try clearing the cache, check for app updates or reinstall the app. If the issue still persists, contact our customer support through Whatsapp (+923003672522) or email your query at support@finqalab.com, Why isn't my text going through to 9646?, My app won't let me log in!  Help!
datasets: Ch333tah/finqalab_embedding_finetune
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy
model-index: name: SentenceTransformer based on nomic-ai/modernbert-embed-base
results: task: type: triplet
name: Triplet
dataset: name: ai job train
type: ai-job-train
metrics: type: cosine_accuracy
value: 0.9603960514068604
name: Cosine Accuracy
verified: no, type: cosine_accuracy
value: 0.9603960514068604
name: Cosine Accuracy
verified: no, task: type: triplet
name: Triplet
dataset: name: ai job valid
type: ai-job-valid
metrics: type: cosine_accuracy
value: 0.9047619104385376
name: Cosine Accuracy
verified: no, type: cosine_accuracy
value: 0.9523809552192688
name: Cosine Accuracy
verified: no, task: type: triplet
name: Triplet
dataset: name: ai job test
type: ai-job-test
metrics: type: cosine_accuracy
value: 0.9130434989929199
name: Cosine Accuracy
verified: no, type: cosine_accuracy
value: 0.9130434989929199
name: Cosine Accuracy
verified: no
Likes: 0 | All-time downloads: 4
Created: 2025-01-25 15:22:14