Model: ammumadhu/indic-bert-nli-matryoshka
Author: ammumadhu
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, dataset_size:10K<n<100K, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:l3cube-pune/indic-sentence-similarity-sbert, base_model:finetune:l3cube-pune/indic-sentence-similarity-sbert, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: l3cube-pune/indic-sentence-similarity-sbert
Card metadata: language: en
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, dataset_size:10K<n<100K, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: l3cube-pune/indic-sentence-similarity-sbert
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
widget: source_sentence: Excuse me.
sentences: um pardon me, A man is opening mail., The girls are indoors., source_sentence: Double pig.
sentences: Ah, triple pig!, a girl poses for camera, Girls dance together., source_sentence: People pose.
sentences: People are smiling., I know a few old ones., The boy fell off his bike., source_sentence: A man sings.
sentences: People singing, A man is playing golf., The women are eating bread., source_sentence: Then he ran.
sentences: He then started to run., A man plays the flute., A couple sit on the couch
pipeline_tag: sentence-similarity
model-index: name: SentenceTransformer based on l3cube-pune/indic-sentence-similarity-sbert
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts dev 768
type: sts-dev-768
metrics: type: pearson_cosine
value: 0.8608857207512975
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8662860178080238
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.858692209351004
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8612472945208892
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.858472048314985
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8611276457994067
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8258747949887901
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8259736371824636
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8608857207512975
name: Pearson Max
verified: no, type: spearman_max
value: 0.8662860178080238
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: 0.8594405198312016
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8648571300070264
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8574291650964095
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8598780673781499
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8574540367546871
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8600722932569861
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.822340474813523
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.8226609928783558
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8594405198312016
name: Pearson Max
verified: no, type: spearman_max
value: 0.8648571300070264
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: 0.8506120561071212
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8575982860981437
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.852829777566948
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8552667517015687
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8526934293405145
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8551077930316164
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7943956137623474
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7963976287579885
name: Spearman Dot
verified: no, type: pearson_max
value: 0.852829777566948
name: Pearson Max
verified: no, type: spearman_max
value: 0.8575982860981437
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: 0.8410977354989039
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.850480817077266
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8461619224798919
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8490393633313068
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8458138708136093
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.848719989437845
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7755878071062363
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7755629190322909
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8461619224798919
name: Pearson Max
verified: no, type: spearman_max
value: 0.850480817077266
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: 0.8176550213032908
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8307913870285043
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8291830276998975
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8320477651805375
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8311109004860973
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8333955109708812
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7153413665605783
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7181274999679498
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8311109004860973
name: Pearson Max
verified: no, type: spearman_max
value: 0.8333955109708812
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 768
type: sts-test-768
metrics: type: pearson_cosine
value: 0.8491592809545866
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8568871215102605
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8572052385387118
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.856617432589014
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8568623186549655
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8567096295439565
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7968828934121807
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7879173370882538
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8572052385387118
name: Pearson Max
verified: no, type: spearman_max
value: 0.8568871215102605
name: Spearman Max
verified: no, task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test 512
type: sts-test-512
metrics: type: pearson_cosine
value: 0.8507070298067174
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8575370129160172
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8564033014649287
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8560352984315738
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8561906595447021
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8560701630452845
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7973312469719326
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7873345752731498
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8564033014649287
name: Pearson Max
verified: no, type: spearman_max
value: 0.8575370129160172
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: 0.8467375811334358
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8523459221020806
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8515524299355154
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8516309696270962
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8505975029491393
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8504082169041302
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7756647219222156
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7687165011432322
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8515524299355154
name: Pearson Max
verified: no, type: spearman_max
value: 0.8523459221020806
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: 0.8377317518267889
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.84715184876888
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.846568244977152
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8487991796570058
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8456229087328332
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.847227591472
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.7502527212449147
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.7415962106597614
name: Spearman Dot
verified: no, type: pearson_max
value: 0.846568244977152
name: Pearson Max
verified: no, type: spearman_max
value: 0.8487991796570058
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: 0.8173604263806156
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8315612974155435
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.8319781289166863
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.8347311175148256
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.8334921243463637
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.8350960592133633
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.6935445265890855
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.6843746062699552
name: Spearman Dot
verified: no, type: pearson_max
value: 0.8334921243463637
name: Pearson Max
verified: no, type: spearman_max
value: 0.8350960592133633
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 125
Created: 2024-06-04 07:49:57