Model: MANMEET75/nomic-embed-text-v1.5-Chatbot-matryoshka
Author: MANMEET75
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, nomic_bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:530, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, custom_code, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nomic-ai/nomic-embed-text-v1.5, base_model:finetune:nomic-ai/nomic-embed-text-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/nomic-embed-text-v1.5
Card metadata: base_model: nomic-ai/nomic-embed-text-v1.5
language: en
library_name: sentence-transformers
license: apache-2.0
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:530, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: If you receive a BharatPe speaker that you didn't order, please contact BharatPe support immediately. They will assist in resolving the issue and advise on the next steps.
sentences: Can I control multiple BharatPe speakers from one app?, What to do if the BharatPe speaker's transaction announcements are intermittently silent?, What should I do if I receive a BharatPe speaker without ordering it?, source_sentence: Remote control capabilities depend on the model of the BharatPe speaker. Check if your model supports remote control through the BharatPe app or a connected device.
sentences: How do I update my personal details in my Bharatpe account?, What are the benefits of the BharatPe speaker?, Can I control the BharatPe speaker remotely?, source_sentence: If the announcements are not clear, check the speaker's volume settings and ensure it's not placed near noisy equipment. If clarity doesn't improve, the speaker may need servicing.
sentences: What to do if my BharatPe speaker is not syncing with the transaction history in the app?, What should I do if the speaker is not announcing payments clearly?, The speaker doesn't produce any sound, what can be done?, source_sentence: If the speaker is causing interference, try relocating it or other devices to reduce the interference. Ensure there's a reasonable distance between the speaker and other wireless equipment.
sentences: Can I use my Bharatpe device for international transactions?, How do I know if my BharatPe speaker is under warranty?, What should I do if the BharatPe speaker is causing interference with other wireless devices?, source_sentence: I can understand and respond in multiple Indian regional languages. Feel free to communicate with me in the language you're most comfortable with.
sentences: How can I check if the BharatPe speaker is receiving a network signal?, Bharti, can you provide tips for effective online communication?, Bharti, what languages can you understand and respond to?
model-index: name: Nomic v1.5 Chatbot Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.9069767441860465
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9767441860465116
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9767441860465116
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9767441860465116
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9069767441860465
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32558139534883723
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1953488372093023
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09767441860465115
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9069767441860465
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9767441860465116
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9767441860465116
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9767441860465116
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9509950990863808
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9418604651162791
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.942829457364341
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.9069767441860465
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9767441860465116
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9767441860465116
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9767441860465116
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9069767441860465
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32558139534883723
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1953488372093023
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09767441860465115
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9069767441860465
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9767441860465116
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9767441860465116
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9767441860465116
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9509950990863808
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9418604651162791
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9426356589147287
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.8837209302325582
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9534883720930233
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9767441860465116
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9767441860465116
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8837209302325582
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3178294573643411
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1953488372093023
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09767441860465115
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8837209302325582
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9534883720930233
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9767441860465116
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9767441860465116
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.937755019041576
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9244186046511628
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9246686671667917
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.8837209302325582
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9767441860465116
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9767441860465116
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9767441860465116
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8837209302325582
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32558139534883723
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1953488372093023
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09767441860465115
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8837209302325582
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9767441860465116
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9767441860465116
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9767441860465116
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9393671921096366
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9263565891472867
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9263565891472867
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.9302325581395349
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9767441860465116
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9767441860465116
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9767441860465116
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9302325581395349
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32558139534883723
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1953488372093023
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09767441860465115
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9302325581395349
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9767441860465116
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9767441860465116
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9767441860465116
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9595781280730911
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9534883720930233
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9537827494848395
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 122
Created: 2024-08-03 20:00:30