Model: mrm8488/distilroberta-base-ft-allnli-matryoshka-768-16-1e-128bs
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: Test Rocks
sentences: Number of testimonies, People are at a pool., I've never been to Asia, source_sentence: No animals.
sentences: We don't have a dog., These boys are on bikes, A person is climbing., source_sentence: Shrinking.
sentences: That doesn't seem fair., A man reads the paper., I've never been to Asia, source_sentence: Loire Valley
sentences: A Lake in Loire., people stand near pole, A cat is licking itself., source_sentence: It is well.
sentences: That's convenient., away from the children, She hated the restaurant!
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: 0.8413274730706258
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8478057476815382
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8414182910991368
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8394684211369814
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8423380151813549
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8401129676358965
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7854982058734802
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7814388303641997
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8423380151813549
name: Pearson Max
verified: no, type: spearman_max
value: 0.8478057476815382
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: 0.8394744649386727
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8469596264857904
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8398552366754626
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8377241640608183
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8406514989809173
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8380050330376462
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7811135781647157
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7776714775017128
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8406514989809173
name: Pearson Max
verified: no, type: spearman_max
value: 0.8469596264857904
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: 0.8326846589795867
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8435757360139872
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.835121668379584
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.833167770567356
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8359785864160201
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8337674519096212
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7499541215721716
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7452815230357489
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8359785864160201
name: Pearson Max
verified: no, type: spearman_max
value: 0.8435757360139872
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: 0.8243384464323462
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8399706247679909
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8281897604718583
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8270317815639731
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8281918243965822
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8267242273030063
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7110017325551932
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7049602384186016
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8281918243965822
name: Pearson Max
verified: no, type: spearman_max
value: 0.8399706247679909
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: 0.811599959622093
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8316629408285197
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8113103800424869
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8104916438729426
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8113924334973999
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8110877753624469
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.641225674602723
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6346995881423587
name: Spearman Dot
verified: no, type: pearson_max
value: 0.811599959622093
name: Pearson Max
verified: no, type: spearman_max
value: 0.8316629408285197
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 32
type: sts-dev-32
metrics: type: pearson_cosine
value: 0.7834130163353433
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.814057381112976
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7831854350286095
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7859760066096324
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7868628503474937
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7893614397994021
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5533705216922039
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.5449230360083127
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7868628503474937
name: Pearson Max
verified: no, type: spearman_max
value: 0.814057381112976
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 16
type: sts-dev-16
metrics: type: pearson_cosine
value: 0.7259201534121641
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.7751337117844075
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7420762055565752
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.7552849049126117
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7483211915991654
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.759888035465032
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.4387404126202509
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.42591442860202633
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7483211915991654
name: Pearson Max
verified: no, type: spearman_max
value: 0.7751337117844075
name: Spearman Max
verified: no
Likes: 2 | All-time downloads: 178
Created: 2024-06-07 20:03:57