Model: himanshu23099/bge_embedding_finetune_v3
Author: himanshu23099
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3507, loss:GISTEmbedLoss, arxiv:1908.10084, arxiv:2402.16829, base_model:BAAI/bge-small-en-v1.5, base_model:finetune:BAAI/bge-small-en-v1.5, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-small-en-v1.5
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3507, loss:GISTEmbedLoss
base_model: BAAI/bge-small-en-v1.5
widget: source_sentence: Is there an option to use ride-sharing apps like Ola or Uber for travel from the Airport to the Mela?
sentences: Are there towing services available if my vehicle breaks down in the parking lot?
 Yes, towing services are available if your vehicle breaks down in the parking lot., No, ride-sharing options like Ola or Uber are not available for travel from the Airport to the Mela. Pilgrims are encouraged to use other transport options like taxis, buses, or dedicated shuttle services provided for the event., Baking bread requires certain key ingredients to achieve a perfect texture. Flour, water, and yeast are the base, while salt enhances flavor. The dough should be kneaded until smooth, then allowed to rise in a warm area. After a proper rise, shaping the loaf is essential for even baking in the oven., source_sentence: What is the significance of Akshaywat?
sentences: Akshaywat, or the "immortal banyan tree," is a spiritually significant site in Prayagraj, especially during the Kumbh Mela. Symbolizing immortality and eternal life, the tree is believed to possess divine qualities that remain unaffected by creation and destruction cycles. Mythologically, it is associated with Lord Brahma, who is said to have performed a sacrificial ritual under it, and Lord Vishnu, who is believed to have blessed devotees there. Akshaywat is also a sacred spot for performing Pind Daan, rituals for deceased ancestors, thought to help achieve Moksha (liberation). As a center of spiritual wisdom and pilgrimage for thousands of years, it continues to be a powerful symbol of divine blessings and spiritual strength for Hindu devotees., What are the must-visit spiritual sites near Sangam?
The Sangam area, where the Ganga, Yamuna, and the mystical Saraswati rivers converge, is surrounded by revered spiritual sites:

Bade Hanumanji Temple:Bade Hanumanji Temple, also known as Lete Hanuman Mandir, is a unique and revered Hindu shrine located near the Sangam in Prayagraj. This temple is distinctive for its reclining idol of Lord Hanuman, a one-of-a-kind depiction of the deity. Each year, during the monsoon floods, the Ganga river rises to gently wash over the feet of Lord Hanuman—a sacred ritual believed to be a divine blessing

Patalpuri Temple and Akshayavat Tree: Located within the Allahabad Fort, the ancient Patalpuri Temple is known for the Akshayavat (Indestructible Banyan Tree), considered sacred and a symbol of immortality.

Mankameshwar Temple: A dedicated Shiva temple located near the Sangam, known for its serene atmosphere and the belief that prayers here fulfill desires., The uniqueness of brightly colored seashells lies in their mesmerizing patterns. Found along coastlines worldwide, these intricate formations tell stories of marine life and geological processes. Each shell serves as a protective covering, shielding the delicate organisms within from predators and environmental threats. Fishermen and beachcombers alike often treasure these natural artifacts, using them for decoration or as tools in crafting. The vibrant hues seen in shells, ranging from deep blues to vivid oranges, result from pigments produced by the mollusks themselves, influenced by their habitat and diet. Collecting seashells can foster a deep appreciation for marine ecosystems and the roles different species play within them, reminding us of the intricate balance of nature., source_sentence: Allahabad Junction ka matlab
sentences: Where is Anand Bhavan Museum located?
Anand Bhawan is located on Jawaharlal Nehru Road, about 5 km from Allahabad Junction Railway Station, Prayagraj, Uttar Pradesh., Aartis are performed both in the mornings and evenings on the riverbanks in Prayagraj to honor the divine presence of the sacred rivers—Ganga, Yamuna, and mythical Saraswati—and to seek their blessings.  \n The morning Aarti symbolizes the beginning of a new day, invoking the divine to bestow grace, protection, and spiritual strength upon the devotees.  \n The evening Aarti serves as a ritual of gratitude, marking the end of the day by thanking the deities for their blessings and guidance., Where is Khusro Bagh located?
The garden is located approximately 3 km from Allahabad Junction Railway Station, making it easily accessible by local transport. The address is near the Lukarganj area, Allahabad, Uttar Pradesh., source_sentence: Do E-Rickshaws have a maximum passenger limit, and what is it?
sentences: The ancient art of glassblowing dates back thousands of years. This intricate craft requires skill and precision, resulting in beautiful works that can be functional or decorative. From vases to intricate sculptures, the possibilities are endless., E-Rickshaws have a maximum passenger limit of 4 people. It is important not to exceed this limit to ensure safety., No, shuttle buses will not have dedicated volunteers specifically, but for assistance, you can reach out to the nearest information center., source_sentence: Tourists visit reason
sentences: What attractions are closest to the city center?
Near the city center, you’ll find several attractions within a short distance. Anand Bhavan and Swaraj Bhavan are centrally located and offer insights into the Nehru family and India’s freedom movement. All Saints’ Cathedral, a magnificent Gothic-style church also known as the “Patthar Girja,” is located in Civil Lines and is one of Prayagraj's architectural gems. Company Bagh, a peaceful park, is also close by and ideal for a quiet stroll. Chandrashekhar Azad Park and Khusro Bagh are both centrally located as well, providing green spaces along with historical importance., When and where was the last Kumbh held?
 The last Mahakumbh was held in Haridwar in 2021., What is All Saints Cathedral, and why is it architecturally significant?
All Saints Cathedral, locally known as Patthar Girja (Stone Church), is a renowned Anglican Christian Church located on M.G. Marg, Allahabad. Built in the late 19th century, it is one of the most beautiful and architecturally significant churches in Uttar Pradesh, attracting both tourists and pilgrims.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@5, cosine_recall@10, cosine_ndcg@5, cosine_ndcg@10, cosine_ndcg@100, cosine_mrr@5, cosine_mrr@10, cosine_mrr@100, cosine_map@100
model-index: name: SentenceTransformer based on BAAI/bge-small-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: val evaluator
type: val_evaluator
metrics: type: cosine_accuracy@1
value: 0.3580387685290764
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@5
value: 0.7092360319270239
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7993158494868872
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3580387685290764
name: Cosine Precision@1
verified: no, type: cosine_precision@5
value: 0.14184720638540477
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07993158494868871
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3580387685290764
name: Cosine Recall@1
verified: no, type: cosine_recall@5
value: 0.7092360319270239
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7993158494868872
name: Cosine Recall@10
verified: no, type: cosine_ndcg@5
value: 0.5538539564761136
name: Cosine Ndcg@5
verified: no, type: cosine_ndcg@10
value: 0.5832174788373438
name: Cosine Ndcg@10
verified: no, type: cosine_ndcg@100
value: 0.6189539076148961
name: Cosine Ndcg@100
verified: no, type: cosine_mrr@5
value: 0.5013492968453055
name: Cosine Mrr@5
verified: no, type: cosine_mrr@10
value: 0.5136020162530992
name: Cosine Mrr@10
verified: no, type: cosine_mrr@100
value: 0.5210085507064763
name: Cosine Mrr@100
verified: no, type: cosine_map@100
value: 0.5210085507064769
name: Cosine Map@100
verified: no
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Created: 2024-11-11 05:55:50