Model: bobox/DeBERTa-small-ST-v1-test-step3
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, pytorch, deberta-v2, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:279409, loss:CachedGISTEmbedLoss, en, dataset:tals/vitaminc, dataset:allenai/scitail, dataset:allenai/sciq, dataset:allenai/qasc, dataset:sentence-transformers/msmarco-msmarco-distilbert-base-v3, dataset:sentence-transformers/natural-questions, dataset:sentence-transformers/trivia-qa, dataset:sentence-transformers/gooaq, dataset:google-research-datasets/paws, arxiv:1908.10084, base_model:bobox/DeBERTa-small-ST-v1-test-step2, base_model:finetune:bobox/DeBERTa-small-ST-v1-test-step2, model-index, endpoints_compatible, region:us
Base models (finetune): id: bobox/DeBERTa-small-ST-v1-test-step2
Card metadata: base_model: bobox/DeBERTa-small-ST-v1-test-step2
datasets: tals/vitaminc, allenai/scitail, allenai/sciq, allenai/qasc, sentence-transformers/msmarco-msmarco-distilbert-base-v3, sentence-transformers/natural-questions, sentence-transformers/trivia-qa, sentence-transformers/gooaq, google-research-datasets/paws
language: en
library_name: sentence-transformers
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max, cosine_accuracy, cosine_accuracy_threshold, cosine_f1, cosine_f1_threshold, cosine_precision, cosine_recall, cosine_ap, dot_accuracy, dot_accuracy_threshold, dot_f1, dot_f1_threshold, dot_precision, dot_recall, dot_ap, manhattan_accuracy, manhattan_accuracy_threshold, manhattan_f1, manhattan_f1_threshold, manhattan_precision, manhattan_recall, manhattan_ap, euclidean_accuracy, euclidean_accuracy_threshold, euclidean_f1, euclidean_f1_threshold, euclidean_precision, euclidean_recall, euclidean_ap, max_accuracy, max_accuracy_threshold, max_f1, max_f1_threshold, max_precision, max_recall, max_ap
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:279409, loss:CachedGISTEmbedLoss
widget: source_sentence: what is acetylcholinesterase in biochemistry
sentences: The Arkansas was the last nuclear powered cruiser built by the United States. (Click here for detailed information about the USS Arkansas) USS Enterprise (CVN-65) The USS Enterprise was the Navy's first nuclear powered aircraft carrier and from 1961 to 1972 she was the biggest warship in the world., The staph infection may also live on the skin of a dog as a parasite or in the respiratory system of a dog. In some cases if a dog is not treated right away the dog could become very ill or even die. In some cases where a dog is infected with staph a dog may have one or several different symptoms. These signs may be a reason to have a dog seen by a veterinarian; typically this disease may make a dog very sick. Some symptoms of staph infection may include but are not limited to., Acetylcholinesterase (HGNC symbol ACHE), also known as AChE or acetylhydrolase, is the primary cholinesterase in the body.It is an enzyme that catalyzes the breakdown of acetylcholine and of some other choline esters that function as neurotransmitters.AChE is found at mainly neuromuscular junctions and in chemical synapses of the cholinergic type, where its activity serves to terminate synaptic transmission.uring neurotransmission, ACh is released from the nerve into the synaptic cleft and binds to ACh receptors on the post-synaptic membrane, relaying the signal from the nerve. AChE, also located on the post-synaptic membrane, terminates the signal transmission by hydrolyzing ACh., source_sentence: More than 169 countries had reported over 212,000 COVID-19 cases before March 19 , 2020 .
sentences: As of 23 March , more than 341,000 cases of COVID-19 have been reported in 192 countries and territories , resulting in more than 14,700 deaths and 99,000 recoveries ., As of 21 March , more than 278,000 cases of COVID-19 have been reported in over 186 countries and territories , resulting in more than 11,500 deaths and 92,000 recoveries.  virus seems to mostly spread between people via respiratory droplets ., As of 18 March 2020 , more than 212,000 cases of COVID-19 have been reported in at least 170 countries and territories , with major outbreaks in China , Iran and the European Union ., source_sentence: The brain is harmed if you get meningitis.
sentences: Which organ of our body is harmed if you get meningitis?, What is the rate at which a specific allele appears within a population called?, What is the term for the application of science to solve problems?, source_sentence: Electrical energy can be converted into kinetic energy and heat energy by an electric motor.
sentences: Solution is the term for a homogeneous mixture of two or more substances., Solution is the term for a homogeneous mixture of two or more substances., Electric motors transform electrical energy into kinetic energy., source_sentence: where was the first hudson bay company post
sentences: Hudson's Bay Company Hudson's Bay Company's first inland trading post was established by Samuel Hearne in 1774 in Cumberland House, Saskatchewan.[38][39], Another Mother for Peace Los Angeles artist Lorraine Art Schneider donated the use of a striking illustration for the Mother's Day peace cards--a sunflower on yellow background amid the slogan “War is not healthy for children and other living things.” [1], Steven Ogg Steven Ogg is a Canadian actor.[1] He is best known for his roles as Trevor Philips in the 2013 video game Grand Theft Auto V and Simon in The Walking Dead.[2] He has also appeared in television series such as Better Call Saul, Law & Order, Person of Interest, Broad City, and Westworld.
model-index: name: SentenceTransformer based on bobox/DeBERTa-small-ST-v1-test-step2
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test
type: sts-test
metrics: type: pearson_cosine
value: 0.8861432363248951
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.9077370026312627
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.9086667636630104
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.9042784013946286
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.9079766073019917
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.903971004980131
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.8769458596903497
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.879439974530776
name: Spearman Dot
verified: no, type: pearson_max
value: 0.9086667636630104
name: Pearson Max
verified: no, type: spearman_max
value: 0.9077370026312627
name: Spearman Max
verified: no, task: type: binary-classification
name: Binary Classification
dataset: name: VitaminC
type: VitaminC
metrics: type: cosine_accuracy
value: 0.5546875
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.8242440819740295
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.6684856753069577
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.42694979906082153
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.508298755186722
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9760956175298805
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.5536891122484903
name: Cosine Ap
verified: no, type: dot_accuracy
value: 0.548828125
name: Dot Accuracy
verified: no, type: dot_accuracy_threshold
value: 320.12664794921875
name: Dot Accuracy Threshold
verified: no, type: dot_f1
value: 0.6711772665764546
name: Dot F1
verified: no, type: dot_f1_threshold
value: 147.43307495117188
name: Dot F1 Threshold
verified: no, type: dot_precision
value: 0.5081967213114754
name: Dot Precision
verified: no, type: dot_recall
value: 0.9880478087649402
name: Dot Recall
verified: no, type: dot_ap
value: 0.5328419714769899
name: Dot Ap
verified: no, type: manhattan_accuracy
value: 0.556640625
name: Manhattan Accuracy
verified: no, type: manhattan_accuracy_threshold
value: 317.9842224121094
name: Manhattan Accuracy Threshold
verified: no, type: manhattan_f1
value: 0.6649006622516557
name: Manhattan F1
verified: no, type: manhattan_f1_threshold
value: 510.47943115234375
name: Manhattan F1 Threshold
verified: no, type: manhattan_precision
value: 0.498015873015873
name: Manhattan Precision
verified: no, type: manhattan_recall
value: 1
name: Manhattan Recall
verified: no, type: manhattan_ap
value: 0.5558452170498778
name: Manhattan Ap
verified: no, type: euclidean_accuracy
value: 0.5625
name: Euclidean Accuracy
verified: no, type: euclidean_accuracy_threshold
value: 15.206985473632812
name: Euclidean Accuracy Threshold
verified: no, type: euclidean_f1
value: 0.6657789613848203
name: Euclidean F1
verified: no, type: euclidean_f1_threshold
value: 22.77822494506836
name: Euclidean F1 Threshold
verified: no, type: euclidean_precision
value: 0.5
name: Euclidean Precision
verified: no, type: euclidean_recall
value: 0.9960159362549801
name: Euclidean Recall
verified: no, type: euclidean_ap
value: 0.5563017058033936
name: Euclidean Ap
verified: no, type: max_accuracy
value: 0.5625
name: Max Accuracy
verified: no, type: max_accuracy_threshold
value: 320.12664794921875
name: Max Accuracy Threshold
verified: no, type: max_f1
value: 0.6711772665764546
name: Max F1
verified: no, type: max_f1_threshold
value: 510.47943115234375
name: Max F1 Threshold
verified: no, type: max_precision
value: 0.508298755186722
name: Max Precision
verified: no, type: max_recall
value: 1
name: Max Recall
verified: no, type: max_ap
value: 0.5563017058033936
name: Max Ap
verified: no
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Created: 2024-08-22 04:52:41