Model: mrm8488/distilroberta-base-ft-allnli-matryoshka-768-64-1e-256bs
Author: mrm8488
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, roberta, sentence-similarity, feature-extraction, dataset_size:100K<n<1M, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:distilbert/distilroberta-base, base_model:finetune:distilbert/distilroberta-base, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: distilbert/distilroberta-base
Card metadata: language: en
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, dataset_size:100K<n<1M, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: distilbert/distilroberta-base
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: He shrugged.
sentences: Then he shrugged., Two people are dancing., The people are Indian., source_sentence: a young girl
sentences: A girl is playing., A dog playing outside., The men are moving., source_sentence: girl sleeps
sentences: A little girl is sleep., Two women are walking., three men are pictured, source_sentence: He walked.
sentences: A man is moving around., A young man is running., What idiots girls are!, source_sentence: 'Go now.'
sentences: Now go., The door did not budge., I never knew the man.
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on distilbert/distilroberta-base
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 768
type: sts-dev-768
metrics: type: pearson_cosine
value: 0.8418367310465795
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8485984004433933
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8356556933767024
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8341402433895243
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8378021883964464
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8364904078404392
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7476524989991268
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.744450587024694
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8418367310465795
name: Pearson Max
verified: no, type: spearman_max
value: 0.8485984004433933
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 512
type: sts-dev-512
metrics: type: pearson_cosine
value: 0.8416891989714739
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8490082509626217
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8348187780435371
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8332638443518806
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.837008948364763
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8356608810942396
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7426437744526075
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7393063147821313
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8416891989714739
name: Pearson Max
verified: no, type: spearman_max
value: 0.8490082509626217
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 256
type: sts-dev-256
metrics: type: pearson_cosine
value: 0.8368212220308662
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8458532859579723
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8282949195581827
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8279757292284411
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8304309516656533
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8301347336633305
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7158283880571648
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7114038350641958
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8368212220308662
name: Pearson Max
verified: no, type: spearman_max
value: 0.8458532859579723
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 128
type: sts-dev-128
metrics: type: pearson_cosine
value: 0.8291552182220155
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8410315378567165
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8205197124842151
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8211956528048456
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8218377581296912
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8223376697977559
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6736747525126793
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6704632728499174
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8291552182220155
name: Pearson Max
verified: no, type: spearman_max
value: 0.8410315378567165
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 64
type: sts-dev-64
metrics: type: pearson_cosine
value: 0.8201110050860942
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.835036509147006
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8028297556674707
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8048509047037822
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8046682420071583
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8063788129340022
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6171580093307325
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6176751811391049
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8201110050860942
name: Pearson Max
verified: no, type: spearman_max
value: 0.835036509147006
name: Spearman Max
verified: no
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Created: 2024-06-04 11:29:38