Model: Omartificial-Intelligence-Space/E5-all-nli-triplet-Matryoshka
Author: Omartificial-Intelligence-Space
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:557850, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:intfloat/multilingual-e5-small, base_model:finetune:intfloat/multilingual-e5-small, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: intfloat/multilingual-e5-small
Card metadata: library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:557850, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: intfloat/multilingual-e5-small
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: ذكر متوازن بعناية يقف على قدم واحدة بالقرب من منطقة شاطئ المحيط النظيفة
sentences: رجل يقدم عرضاً, هناك رجل بالخارج قرب الشاطئ, رجل يجلس على أريكه, source_sentence: رجل يقفز إلى سريره القذر
sentences: السرير قذر., رجل يضحك أثناء غسيل الملابس, الرجل على القمر, source_sentence: الفتيات بالخارج
sentences: امرأة تلف الخيط إلى كرات بجانب كومة من الكرات, فتيان يركبان في جولة متعة, ثلاث فتيات يقفون سوية في غرفة واحدة تستمع وواحدة تكتب على الحائط والثالثة تتحدث إليهن, source_sentence: الرجل يرتدي قميصاً أزرق.
sentences: رجل يرتدي قميصاً أزرق يميل إلى الجدار بجانب الطريق مع شاحنة زرقاء وسيارة حمراء مع الماء في الخلفية., كتاب القصص مفتوح, رجل يرتدي قميص أسود يعزف على الجيتار., source_sentence: يجلس شاب ذو شعر أشقر على الحائط يقرأ جريدة بينما تمر امرأة وفتاة شابة.
sentences: ذكر شاب ينظر إلى جريدة بينما تمر إمرأتان بجانبه, رجل يستلقي على وجهه على مقعد في الحديقة., الشاب نائم بينما الأم تقود ابنتها إلى الحديقة
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on intfloat/multilingual-e5-small
results: dataset: config: ar
name: MTEB MIRACLRetrievalHardNegatives (ar)
revision: 95c8db7d4a6e9c1d8a60601afd63d553ae20a2eb
split: dev
type: mteb/miracl-hard-negatives
metrics: type: main_score
value: 33.441
verified: no
task: type: Retrieval, dataset: config: ara-ara
name: MTEB MLQARetrieval (ara-ara)
revision: 397ed406c1a7902140303e7faf60fff35b58d285
split: test
type: facebook/mlqa
metrics: type: main_score
value: 64.488
verified: no
task: type: Retrieval, dataset: config: ar
name: MTEB MintakaRetrieval (ar)
revision: efa78cc2f74bbcd21eff2261f9e13aebe40b814e
split: test
type: jinaai/mintakaqa
metrics: type: main_score
value: 16.162
verified: no
task: type: Retrieval, dataset: config: default
name: MTEB SadeemQuestionRetrieval (default)
revision: 3cb0752b182e5d5d740df547748b06663c8e0bd9
split: test
type: sadeem-ai/sadeem-ar-eval-retrieval-questions
metrics: type: main_score
value: 63.235
verified: no
task: type: Retrieval, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 384
type: sts-test-384
metrics: type: pearson_cosine
value: 0.7883137447514015
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7971624317482785
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7845904338398069
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7939541836133244
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7882887522003604
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7971601260546269
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7883137483129774
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7971605875966696
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7883137483129774
name: Pearson Max
verified: no, type: spearman_max
value: 0.7971624317482785
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 256
type: sts-test-256
metrics: type: pearson_cosine
value: 0.7851969391652749
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7968026743946358
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7852783784725356
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7935883492889713
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7882018230746569
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7963116553267949
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7786421988393841
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7867782644180616
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7882018230746569
name: Pearson Max
verified: no, type: spearman_max
value: 0.7968026743946358
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 128
type: sts-test-128
metrics: type: pearson_cosine
value: 0.7754967709350954
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7933453885370457
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7832834632297865
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7907589269176767
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7867583047946054
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7935816990844704
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7317253736607925
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7335574962775742
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7867583047946054
name: Pearson Max
verified: no, type: spearman_max
value: 0.7935816990844704
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 64
type: sts-test-64
metrics: type: pearson_cosine
value: 0.7625204599039478
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7837078735068292
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7752889433866854
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7790888579029828
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.777961287133872
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7815940757356076
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6685094830550401
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6621206899696827
name: Spearman Dot
verified: no, type: pearson_max
value: 0.777961287133872
name: Pearson Max
verified: no, type: spearman_max
value: 0.7837078735068292
name: Spearman Max
verified: no
Likes: 2 | All-time downloads: 1023
Created: 2024-07-15 05:36:31