Model: MANMEET75/pubmedbert-base-embedding-Chatbot-Matryoshk
Author: MANMEET75
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:530, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:NeuML/pubmedbert-base-embeddings, base_model:finetune:NeuML/pubmedbert-base-embeddings, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: NeuML/pubmedbert-base-embeddings
Card metadata: base_model: NeuML/pubmedbert-base-embeddings
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: pubmedbert-base-embedding Chatbot Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.7674418604651163
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9069767441860465
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9302325581395349
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9302325581395349
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7674418604651163
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3023255813953489
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18604651162790697
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09302325581395349
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7674418604651163
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9069767441860465
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9302325581395349
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9302325581395349
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8563596702043667
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8313953488372093
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8349894291754757
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: 0.6976744186046512
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8837209302325582
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9302325581395349
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9302325581395349
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6976744186046512
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29457364341085274
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18604651162790697
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09302325581395349
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6976744186046512
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8837209302325582
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9302325581395349
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9302325581395349
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8320432881662091
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7984496124031009
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8017447288993117
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: 0.7906976744186046
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8837209302325582
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9069767441860465
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9069767441860465
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7906976744186046
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29457364341085274
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1813953488372093
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09069767441860466
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7906976744186046
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8837209302325582
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9069767441860465
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9069767441860465
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8533147922143328
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8352713178294573
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8392285023210497
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: 0.6744186046511628
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.813953488372093
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8837209302325582
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9069767441860465
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6744186046511628
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2713178294573643
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17674418604651165
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09069767441860466
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6744186046511628
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.813953488372093
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8837209302325582
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9069767441860465
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.794152105183587
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7575858250276855
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7600321150655651
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: 0.6046511627906976
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7441860465116279
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7906976744186046
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8604651162790697
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6046511627906976
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.24806201550387597
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15813953488372093
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08604651162790698
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6046511627906976
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7441860465116279
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7906976744186046
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8604651162790697
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7220252449949186
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6786083425618308
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6823125300680127
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 138
Created: 2024-08-03 20:14:13