Model: bobox/DeBERTa-ST-AllLayers-v3.1
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, pytorch, deberta-v2, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:203905, loss:AdaptiveLayerLoss, loss:CoSENTLoss, loss:GISTEmbedLoss, loss:OnlineContrastiveLoss, loss:MultipleNegativesSymmetricRankingLoss, loss:MultipleNegativesRankingLoss, en, dataset:sentence-transformers/all-nli, dataset:sentence-transformers/stsb, dataset:tals/vitaminc, dataset:nyu-mll/glue, dataset:allenai/scitail, dataset:sentence-transformers/xsum, dataset:sentence-transformers/sentence-compression, 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/quora-duplicates, dataset:sentence-transformers/gooaq, arxiv:1908.10084, arxiv:2402.14776, arxiv:2402.16829, arxiv:1705.00652, base_model:bobox/DeBERTa-ST-AllLayers-v3-checkpoints-tmp, base_model:finetune:bobox/DeBERTa-ST-AllLayers-v3-checkpoints-tmp, model-index, endpoints_compatible, region:us
Base models (finetune): id: bobox/DeBERTa-ST-AllLayers-v3-checkpoints-tmp
Card metadata: base_model: bobox/DeBERTa-ST-AllLayers-v3-checkpoints-tmp
datasets: sentence-transformers/all-nli, sentence-transformers/stsb, tals/vitaminc, nyu-mll/glue, allenai/scitail, sentence-transformers/xsum, sentence-transformers/sentence-compression, allenai/sciq, allenai/qasc, sentence-transformers/msmarco-msmarco-distilbert-base-v3, sentence-transformers/natural-questions, sentence-transformers/trivia-qa, sentence-transformers/quora-duplicates, sentence-transformers/gooaq
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
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:203905, loss:AdaptiveLayerLoss, loss:CoSENTLoss, loss:GISTEmbedLoss, loss:OnlineContrastiveLoss, loss:MultipleNegativesSymmetricRankingLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: Do you think Donald Trump or Hillary Clinton will be the next president of the US?
sentences: Why was Hillary Clinton replaced as Secretary of State? Why did she resign?, How's the outlook for Donald Trump looking at becoming our next president?, How can I shoot a video on a Canon T3i?, source_sentence: Which is the best coaching center for SSC and Banking in Chandigarh?
sentences: Which are the best SSC and banking coaching centers in Chandigarh?, Is the nursery web spider bite dangerous?, Which is the best antivirus ever?, source_sentence: The Texas Rangers have sought bankruptcy protection in hopes of getting their $575-million US sale to a team of investors cleared by midsummer.
sentences: Texas Rangers seek bankruptcy protection, Schatz endorsed by three big labor unions, Steelers running back Moore out with MCL sprain, source_sentence: the united states established the open door policy toward china as a way to
sentences: Open Door Policy Open Door policy was rooted in the desire of U.S. businesses to trade with Chinese markets, though it also tapped the deep-seated sympathies of those who opposed imperialism, with the policy pledging to protect China's sovereignty and territorial integrity from partition. It had little legal standing, and was mainly used to mediate competing interests of the colonial powers without much meaningful input from the Chinese, creating lingering resentment and causing it to later be seen as a symbol of national humiliation by Chinese historians., Renal sodium reabsorption Most of the reabsorption (65%) occurs in the proximal tubule. In the latter part it is favoured by an electrochemical driving force, but initially it needs the cotransporter SGLT and the Na-H antiporter. Sodium passes along an electrochemical gradient (passive transport) from the lumen into the tubular cell, together with water and chloride which also diffuse passively. Water is reabsorbed to the same degree, resulting in the concentration in the end of the proximal tubule being the same as in the beginning. In other words, the reabsorption in the proximal tubule is isosmotic., List of peerages inherited by women In the peerages of the British Isles, most titles have traditionally been created for men and with remainder to male heirs. However, some titles are created with special remainders to allow women to inherit them. Some of the oldest English baronies were created by writ and pass to female heirs when a peer dies with daughters and no sons, while some titles are created with a man's family in mind, if he is without sons and unlikely to produce any. The following is a list of women who have inherited titles with the British peerages., source_sentence: Hydrogen is in gas form at room temperature.
sentences: Ectotherms undergo a variety of changes at the cellular level to acclimatize to shifts in what?, How hot is it on the surface of the Sun?, In what form of matter is hydrogen at room temperature?
model-index: name: SentenceTransformer based on bobox/DeBERTa-ST-AllLayers-v3-checkpoints-tmp
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test
type: sts-test
metrics: type: pearson_cosine
value: 0.7886090121261621
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.8082711320565998
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.7124505022408925
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.706282541172725
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.7191399216750348
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.7111267572078126
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.5098599737801768
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.49111574200700003
name: Spearman Dot
verified: no, type: pearson_max
value: 0.7886090121261621
name: Pearson Max
verified: no, type: spearman_max
value: 0.8082711320565998
name: Spearman Max
verified: no
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Created: 2024-07-13 02:38:51