Model: jangedoo/all-MiniLM-L6-v3-nepali
Author: jangedoo
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11688, loss:MultipleNegativesSymmetricRankingLoss, dataset:jangedoo/nepalinews, arxiv:1908.10084, base_model:jangedoo/all-MiniLM-L6-v2-nepali, base_model:finetune:jangedoo/all-MiniLM-L6-v2-nepali, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: jangedoo/all-MiniLM-L6-v2-nepali
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11688, loss:MultipleNegativesSymmetricRankingLoss
base_model: jangedoo/all-MiniLM-L6-v2-nepali
widget: source_sentence: प्रस्तावित न्यायाधीशको संसदीय सुनुवाइ प्रक्रिया सुरु
sentences: काठमाडौँको गुर्जुधारास्थित यातायात कार्यालयबाट सेवाग्राहीलाई दुःख, हैरानी दिने ६ जना विचौलिया पक्राउ परेका छन्।, NATO leaders agreed to increase defence spending to 5 percent of GDP by 2035, reaffirming their commitment to collective defence amid concerns over Russia, responding to US President Trump's demands., सर्वोच्च अदालतमा प्रस्तावित न्यायाधीश र न्यायपरिषद् सदस्यहरूको संसदीय सुनुवाइ प्रक्रिया सुरु भएको छ। संसदीय सुनुवाइ समितिले उजुरी आह्वान गरी संसदीय सुनुवाइ गर्ने निर्णय गरेको छ।, source_sentence: ‘चोकतिर जान्छु’ भन्दै घरबाट हिँडेका ७९ वर्षीय वृद्धको शव नहरमा भेटियो
sentences: The Nepalgunj Night Run, Nepal's only 10-kilometre race, has affiliated with the Association of International Marathons and Distance Races (AIMS), making Nepalgunj the first city in Nepal to host two AIMS-recognised events., पाकिस्तानी सेना प्रमुख जनरल असीम मुनीरले अमेरिकी राष्ट्रपति डोनाल्ड ट्रम्पलाई भारत र पाकिस्तानबिच युद्धविराम गराउन महत्वपूर्ण भूमिका निर्वाह गरेको भन्दै नोबेल शान्ति पुरस्कार दिन माग गरेका छन्।, झापामा ७९ वर्षीय वृद्ध राधाकृष्ण सोडारीको नहरमा डुबेर मृत्यु भएको छ। उनी बिहान चोकतिर जान्छु भनी हिँडेका थिए र शव करिब पाँचसय मिटर तल फेला परेको थियो।, source_sentence: Iran-Israel ceasefire holding, Trump envoy says talks with Iran ‘promising’
sentences: The ceasefire between Iran and Israel holds after 12 days of conflict involving US airstrikes on Iran's nuclear sites, with both sides claiming victory and talks seen as promising for long-term peace., Experts warn that Nepal's current abortion law restricts women's rights, leading to unsafe abortion practices and contributing to maternal deaths. Advocates demand legal reforms to decriminalize abortion and protect women's bodily autonomy., A South Korean court approved the arrest of former President Yoon Suk Yeol on charges related to his brief imposition of martial law in December, marking his return to detention after his impeachment and ongoing criminal investigations., source_sentence: कर्णाली करिडोर त्रिदेशीय व्यापारिक मार्ग बन्छ: प्रधानमन्त्री
sentences: एसीसी यू १६ इस्ट जोन कपको सेमिफाइनल खेलमा मलेसियाविरुद्ध नेपालले राम्रो बलिङ गर्दै १० ओभरमा मलेसियाले २२ रन मात्र बनाएको छ।, प्रधानमन्त्री केपी शर्मा ओलीले कर्णाली करिडोरलाई चीन र भारतसँगको त्रिदेशीय व्यापारिक मार्गका रुपमा विकास गर्ने प्रतिबद्धता जनाएका छन्। हुम्ला सदरमुकाम सिमकोट राष्ट्रिय सडक सञ्जालसँग जोडिएको छ र बेलिब्रिजको उद्घाटन गरिएको छ।, Harry Kane scored twice as Bayern Munich defeated Flamengo 4-2 in the Club World Cup round of 16, advancing to face Paris Saint-Germain in the quarterfinals., source_sentence: सिटिइभिटीतर्फ स्वास्थ्य कार्यक्रममा भर्ना कहिले खुल्ने?
sentences: धवलागिरि गाउँपालिका-६ मा रहेको मराङखोलामा ३६५ मिटर लामो झोलुङ्गे पुल १८ महिनाको ठेक्का अवधि भए पनि १२ महिनामै निर्माण सम्पन्न भयो।, Nepal has confirmed the spread of multiple Omicron subvariants including XFG, XFG.3, and JN.1 amidst a recent rise in Covid-19 cases, with health officials emphasizing the ongoing risks particularly for vulnerable populations., सिटिइभिटीमा स्वास्थ्य कार्यक्रममा भर्ना अझै खुल्न सकेको छैन। चिकित्सा शिक्षा आयोगसँगको असमझदारीका कारण विद्यार्थीहरू मर्कामा छन् र भर्ना ढिलाइ भएको छ।
datasets: jangedoo/nepalinews
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@10, cosine_precision@10, cosine_precision@50, cosine_recall@10, cosine_recall@50, cosine_ndcg@10, cosine_mrr@10, cosine_map@100, src2trg_accuracy, trg2src_accuracy, mean_accuracy, cosine_accuracy
model-index: name: SentenceTransformer based on jangedoo/all-MiniLM-L6-v2-nepali
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: multi lang ir
type: multi_lang_ir
metrics: type: cosine_accuracy@10
value: 0.9726144629867352
name: Cosine Accuracy@10
verified: no, type: cosine_precision@10
value: 0.09726144629867349
name: Cosine Precision@10
verified: no, type: cosine_precision@50
value: 0.01985451433461703
name: Cosine Precision@50
verified: no, type: cosine_recall@10
value: 0.9726144629867352
name: Cosine Recall@10
verified: no, type: cosine_recall@50
value: 0.9927257167308515
name: Cosine Recall@50
verified: no, type: cosine_ndcg@10
value: 0.897308108309345
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8724662265419639
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.873623496178883
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: en ir
type: en_ir
metrics: type: cosine_accuracy@10
value: 0.9864864864864865
name: Cosine Accuracy@10
verified: no, type: cosine_precision@10
value: 0.09864864864864863
name: Cosine Precision@10
verified: no, type: cosine_precision@50
value: 0.019945945945945943
name: Cosine Precision@50
verified: no, type: cosine_recall@10
value: 0.9864864864864865
name: Cosine Recall@10
verified: no, type: cosine_recall@50
value: 0.9972972972972973
name: Cosine Recall@50
verified: no, type: cosine_ndcg@10
value: 0.9306332897643906
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.911885456885457
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9126417487895344
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: ne ir
type: ne_ir
metrics: type: cosine_accuracy@10
value: 0.9693174702567313
name: Cosine Accuracy@10
verified: no, type: cosine_precision@10
value: 0.09693174702567313
name: Cosine Precision@10
verified: no, type: cosine_precision@50
value: 0.019837194740137756
name: Cosine Precision@50
verified: no, type: cosine_recall@10
value: 0.9693174702567313
name: Cosine Recall@10
verified: no, type: cosine_recall@50
value: 0.9918597370068879
name: Cosine Recall@50
verified: no, type: cosine_ndcg@10
value: 0.8863687441223406
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8591650018387649
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8604946454937511
name: Cosine Map@100
verified: no, task: type: translation
name: Translation
dataset: name: translation
type: translation
metrics: type: src2trg_accuracy
value: 0.7383798140770252
name: Src2Trg Accuracy
verified: no, type: trg2src_accuracy
value: 0.7370517928286853
name: Trg2Src Accuracy
verified: no, type: mean_accuracy
value: 0.7377158034528553
name: Mean Accuracy
verified: no, task: type: triplet
name: Triplet
dataset: name: nepali triplets
type: nepali_triplets
metrics: type: cosine_accuracy
value: 0.4449999928474426
name: Cosine Accuracy
verified: no
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Created: 2025-07-13 21:40:59