Model: Bo8dady/finetuned-College-embeddings
Author: Bo8dady
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:2048, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/all-distilroberta-v1, base_model:finetune:sentence-transformers/all-distilroberta-v1, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-distilroberta-v1
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:2048, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-distilroberta-v1
widget: source_sentence: Can you provide the link to the Discrete Math final exam from 2024?
sentences: The final exam for Discrete Math course, offered by the general department, from 2024, is available at the following link: [https://drive.google.com/file/d/1pCpnVt6IiOTMlGTYw3sUZ8NEnI3thwO5/view?usp=sharing, The final exam for internet of things course, offered by the computer science department, from 2025, is available at the following link: [https://drive.google.com/file/d/1UjtShx1hFNg8_gB5NsqGDGKAvpkkBfm9/view?usp=sharing, The final exam for the physics1 course, offered by the general department, from 2018, is available at the following link: [https://drive.google.com/file/d/1T-KLo2JW3fLFSu1hT7WtGOnmXFQTqMin/view]., source_sentence: Can you provide the exam link for the Physics 1 course from 2023?
sentences: The final exam for the physics1 course, offered by the general department, from 2023, is available at the following link: [https://drive.google.com/file/d/1TrlV8yBdNHJjGVsDBD6EU2A4G80nU1kV/view?usp=sharing]., The final exam for the Probability & Statistics course, offered by the general department, from 2021, is available at the following link: [https://drive.google.com/drive/u/2/folders/1c2w87tPBcFazujOmQ1ZKmiuR__EIsQd3]., Dr. Noran el sayed is part of the Unknown department and can be reached at noran.elsayed@cis.asu.edu.eg., source_sentence: How can I access the final exam for the Software Engineering class from 2015?
sentences: The final exam for Software Engineering course, offered by the information system department, from 2015, is available at the following link: [https://drive.google.com/file/d/1ve8sh5HhCeQqr_swbADxYiYvJRkFBiAi/view, Dr. Ahmed Soliman (Ahmed Nagiub) is part of the Unknown department and can be reached at ahmed.nagiub@cis.asu.edu.eg., The final exam for Software Engineering course, offered by the information system department, from 2020, is available at the following link: [https://drive.google.com/file/d/1qYvsJGm5FWTq9L7TlJOGg85vPHtu7G6d/view, source_sentence: Is there a link available for the 2023 Probability & Stats course exam?
sentences: The final exam for operating system course, offered by the computer science department, from 2024, is available at the following link: [https://drive.google.com/file/d/1ITc9Hs3s0sw8SPEfKSAlE-sQTngL5oaL/view?usp=sharing, The final exam for the Probability & Statistics course, offered by the general department, from 2023, is available at the following link: [https://drive.google.com/file/d/1kh3KbahqTnCSNwqDyB8iSPSIMQ9B9ZUZ/view?usp=sharing]., The final exam for computer Architecture and organization course, offered by the general department, from 2024, is available at the following link: [https://drive.google.com/file/d/1BBVB6U8nnEA8sLUlmR3J52TD8kjWlGWM/view?usp=sharing, source_sentence: How do I access the final exam for the Digital Image Processing course from 2016?
sentences: The final exam for the Statistical Analysis course, offered by the general department, from 2025, is available at the following link: [https://drive.google.com/file/d/14Fi9uMdy0JRw7Wp2j1-2eNoRd5CwS_ng/view?usp=sharing, The final exam for Digital Image Processing course, offered by the computer science department, from 2016, is available at the following link: [https://drive.google.com/file/d/1dUDU-VM5_c7Wst98iTC83GhudfNL-r_G/view, The final exam for the Probability & Statistics course, offered by the general department, from 2021, is available at the following link: [https://drive.google.com/drive/u/2/folders/1c2w87tPBcFazujOmQ1ZKmiuR__EIsQd3].
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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
model-index: name: SentenceTransformer based on sentence-transformers/all-distilroberta-v1
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: ai college validation
type: ai-college-validation
metrics: type: cosine_accuracy@1
value: 0.55078125
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.82421875
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.890625
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.95703125
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.55078125
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27473958333333326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17812499999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.095703125
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.55078125
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.82421875
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.890625
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.95703125
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7655983040473691
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7029761904761903
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7052547923124669
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.66015625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9453125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.66015625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31510416666666663
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.66015625
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9453125
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8528799902335868
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8027994791666668
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8027994791666666
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.66015625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.94140625
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.99609375
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.66015625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3138020833333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19921875
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.66015625
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.94140625
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.99609375
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8541928904310672
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8045572916666668
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8045572916666667
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.67578125
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9453125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.67578125
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31510416666666663
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.67578125
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9453125
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8605213037068725
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8130208333333334
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8130208333333334
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.68359375
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.95703125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.68359375
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31901041666666663
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.68359375
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.95703125
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8643861203886329
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8181640625000001
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8181640625
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.68359375
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.95703125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.68359375
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31901041666666663
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.68359375
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.95703125
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8655801956151241
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8196614583333336
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8196614583333333
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.69140625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9609375
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.98828125
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.69140625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3203125
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19765625000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.69140625
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9609375
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.98828125
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8686343143993309
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8239908854166668
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8239908854166667
name: Cosine Map@100
verified: no, type: cosine_accuracy@1
value: 0.68359375
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.95703125
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.68359375
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31901041666666663
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.68359375
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.95703125
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8655801956151241
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8196614583333336
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8196614583333333
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 112
Created: 2025-03-26 13:10:19