Model: ReDiX/redix-embed-large-it
Author: ReDiX
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, dataset_size:10K<n<100K, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, it, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:mixedbread-ai/mxbai-embed-large-v1, base_model:finetune:mixedbread-ai/mxbai-embed-large-v1, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: mixedbread-ai/mxbai-embed-large-v1
Card metadata: language: it
license: apache-2.0
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, dataset_size:10K<n<100K, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: mixedbread-ai/mxbai-embed-large-v1
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
widget: source_sentence: Chi è Shang-Chi?
sentences: Cosa è il fenghuang nella mitologia cinese?, Qual è il nome completo di Concordia?, Chi era il pontefice precedente a papa Paolo I?, source_sentence: Cosa ha studiato?
sentences: Cosa si è laureata in?, Cos'è Merge (database) e a cosa serve?, Cosa è il campionato austriaco di calcio?, source_sentence: Chi è Raffaello?
sentences: Chi è Luca Ferrante?, In quale provincia si trova Belveglio?, A cosa serve il muscolo platisma?, source_sentence: Chi è Gino Zappa?
sentences: Cosa caratterizza la spiaggia di Zapponeta?, In quale provincia si trova Cedegolo?, Cosa successe a Maria Stuarda in Inghilterra?, source_sentence: Chi è Olli Rehn?
sentences: Chi è Wolfgang Köhler?, A cosa serviva la Segrezia di Sicilia?, In quale provincia si trova Piancastagnaio?
pipeline_tag: sentence-similarity
model-index: name: Mxbai embed large WikipediaQA-ita
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 1024
type: dim_1024
metrics: type: cosine_accuracy@1
value: 0.7705446953881192
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.893907762383754
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9100398557601063
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9251281078003416
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7705446953881192
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29796925412791797
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18200797115202125
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09251281078003418
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7705446953881192
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.893907762383754
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9100398557601063
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9251281078003416
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8576889021040591
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8350934411216243
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8367122573177606
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.7725374833934333
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8925792370468779
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9078572784209528
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9234200037957867
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7725374833934333
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29752641234895927
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18157145568419056
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09234200037957867
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7725374833934333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8925792370468779
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9078572784209528
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9234200037957867
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.857587479524061
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.835545132204839
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.837226512733465
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: 0.7691212753843234
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8906813437084836
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9049155437464415
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9219016891250712
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7691212753843234
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29689378123616117
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18098310874928833
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09219016891250711
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7691212753843234
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8906813437084836
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9049155437464415
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9219016891250712
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8549650354414362
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8325906319382308
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8342323605542143
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: 0.76352249003606
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8846080850256216
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8990320743974188
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9163029037768078
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.76352249003606
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2948693616752071
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1798064148794838
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09163029037768078
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.76352249003606
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8846080850256216
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8990320743974188
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9163029037768078
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8491304362556197
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8267004220553278
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8284115096755067
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: 0.7508066046688177
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8732207249952553
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.887834503700892
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.905769595748719
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7508066046688177
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2910735749984184
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17756690074017842
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0905769595748719
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7508066046688177
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8732207249952553
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.887834503700892
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.905769595748719
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8375891042006807
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8148449903147185
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.816758733511642
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: 0.7242360979312963
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8518694249383185
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8700892009869046
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8864110836970962
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7242360979312963
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28395647497943943
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1740178401973809
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08864110836970963
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7242360979312963
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8518694249383185
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8700892009869046
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8864110836970962
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8149109941576502
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7910367844866776
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7932429789160508
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 14
Created: 2024-07-24 01:21:39