Model: bobox/XLMRoBERTaM3-CustomPoolin-v1.01-1024d-s1
Author: bobox
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:624583, loss:CachedGISTEmbedLoss, en, dataset:bobox/enhanced_NLI-50K, dataset:sentence-transformers/natural-questions, dataset:tals/vitaminc, dataset:bobox/xSum-processed, dataset:google-research-datasets/paws, arxiv:1908.10084, base_model:BAAI/bge-m3, base_model:finetune:BAAI/bge-m3, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-m3
Card metadata: language: en
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:624583, loss:CachedGISTEmbedLoss
base_model: BAAI/bge-m3
widget: source_sentence: The Forth Bridge is set to become Scotland's sixth Unesco World Heritage Site.
sentences: The new licensing policy has been imposed by the council following the  Jay report into child sexual exploitation in the town.
The report said taxis had been used by abusers to traffick victims.
Taxi drivers are concerned about the cost of installing and maintaining the cameras. The council said the policy was about restoring confidence.
The town has about 50 hackney carriage taxis and 800 private hire vehicles.
Drivers have already taken action over the weekend and protested outside the town hall on Monday.
They have not said how long the current action will last and are also planning a "slow" drive through the town.
Driver Rajah Khan said: "It [the new policy] is draconian and punitive.
"We condemn those people who have been involved in child grooming but do not tar us all with the same brush."
The new licensing policy, which comes into force next Monday, also requires drivers to adhere to a dress code, reviews licences and introduces additional background checks.
Karl Battersby, from the council, said: "The starting point of all this is about public confidence in the trade. We are looking at whether people are 'fit and proper' to have a license."
He said the council was meeting again with taxi drivers representatives on Monday.
"I  would encourage them to work with us rather than a situation which causes disruption to the public," he said., Police want to speak to Aaron Alexander Tavares-Gaiete over the stabbing of Munashe Charles Kutyauripo, 16, at Ashton Playing Fields, Woodford.
A post-mortem examination found the victim, known as Charlie, had died from a stab wound to the chest.
Police said they were "reaching out to Aaron's family and friends".
"We want to trace him and speak to him about what he knows about Charlie's murder," Det Ch Insp Mark Lawson said.
Charlie had been attending a female friend's 16th birthday party at a social club when a confrontation started between him and four boys, police believe.
He was attacked at about 21:40 GMT and taken by ambulance to Whipps Cross Hospital where he was later pronounced dead.
Det Ch Insp Lawson said Aaron had not been seen since the murder and urged him to contact Scotland Yard.
"Charlie's family have been left devastated by his death, they want and deserve answers about what happened", he said.
In a statement the victim's family said anybody who had information "should come forward and help find whoever did this".
"To the world he was just a 16-year-old boy, but to us, that was our son taken," they said., Members of the UN's heritage committee have gathered in Germany for the start of a three day meeting, where the bridge's nomination will be considered.
It has been recommended for approval, with inspectors praising it as an "extraordinary milestone in the history of bridge construction".
A final decision is due to be taken some time before Sunday night.
The distinctive red rail bridge spans the Firth of Forth between South Queensferry, on the outskirts of Edinburgh, and North Queensferry in Fife.
It opened in 1890 after eight years of construction work, and at 2,529m long was at the time the world's longest multi-span cantilever bridge.
Supporters of its bid for World Heritage Status have described it as a masterpiece of human creative genius.
Unesco appeared to agree with that assessment in its inspection report, which stated: "This enormous structure, with its distinctive industrial aesthetic and striking red colour, was conceived and built using advanced civil engineering design principles and construction methods.
"Innovative in design, materials, and scale, the Forth Bridge is an extraordinary and impressive milestone in bridge design and construction during the period when railways came to dominate long-distance land travel."
World Heritage Sites are those which Unesco considers to have an internationally significant cultural or natural heritage, and whose value is considered to transcend national boundaries.
The aim is to protect and preserve them for future generations.
There are currently 1,007 World Heritage Sites spread across 161 countries.
Other Scottish landmarks to have been given the status are Orkney's Neolithic sites, the Antonine Wall, New Lanark, St Kilda and Edinburgh's Old and New Towns., source_sentence: A toddler celebrates his birthday with a cupcake.
sentences: A young boy with a spoon looking at a birthday cupcake., A young boy is playing in a feild., A young boy without a spoon looking at a birthday cupcake., source_sentence: jason mraz lyrics i won't give up meaning
sentences: Lexie Grey Alexandra Caroline "Lexie" Grey,[1] M.D. is a fictional character from ABC's medical drama television series Grey's Anatomy, portrayed by actress Chyler Leigh. Created by showrunner Shonda Rhimes, the character is introduced in season three as protagonist Meredith Grey's younger half-sister, who has transferred to Seattle Grace Hospital as a new surgical intern after her mother's sudden death. Lexie is eventually named a surgical resident in season six. Leigh was originally contracted to appear for a multi-episode story arc, but ultimately received star billing from seasons four to eight.[2] Leigh has also reprised her role as Lexie on the spin-off show Private Practice.[3][4], I Won't Give Up "I Won't Give Up" was written by Jason Mraz and Michael Natter, while production was handled by Joe Chiccarelli.[4] The acoustic folk[5] ballad features a slower tempo and a sparse arrangement written in the key of E Major.[2] Lyrically, it is a poignant ode to a long-lasting relationship, which Mraz says he won't give up on her whatever happens.[6] "Well, I won't give up on us/Even if the skies get rough/I'm giving you all my love/I'm still looking up," he sings.[3] It is guitar led with some additional vocal landscapes towards the end of the song. Mraz told Billboard magazine: "That, to me, has always been my favorite part of making music; the singing and what voices can do and the voices singing in harmony."[6] It is likely that the song was inspired by Mraz's relationship with singer-songwriter Tristan Prettyman. Mraz showcases his light and versatile range singing from B3 to G#5., Butterfly count Open searches, also sometimes referred to as "checklist searches", are intended to focus on the presence and abundance of butterflies in a given area. They can be single events such as the North American Butterfly Association's July 1 and July 4 counts in Canada and the U.S. respectively, or they can be regular or ad hoc counts conducted by individuals or groups. The lack of formal structure makes them suitable for many citizen science programs., source_sentence: when did ford quit making the 7.3 diesel
sentences: Battle of the Sexes (tennis) In tennis, "Battle of the Sexes" is a term that has been used to describe various exhibition matches played between a man and a woman (or, in one case, a doubles match between two men and two women). Most famously, the term is used for a nationally televised match in 1973, held at the Houston Astrodome, between 55-year-old Bobby Riggs and 29-year-old Billie Jean King,[4] which King won in three sets.[2][5] The match attracted massive attention and was viewed by an estimated 90 million people around the world; King's win is considered a milestone in public acceptance of women's tennis., Ford Power Stroke engine The 7.3L DI Power Stroke was in production until the second quarter of model year 2003 when it was replaced by the 6.0L because of its inability to meet newer emission requirements. Nearly 2 million 7.3s were produced from International's Indianapolis plant.[2], Sword Art Online A game based in Gun Gale Online, Sword Art Online: Fatal Bullet, was released for the PS4, Xbox One and Windows on February 23, 2018.[122], source_sentence: Simyo belongs to the Dutch telecommunications group KPN , after acquisition of the remainder of E-Plus on March 14 .
sentences: In total , 28 US victims were killed , while Viet Cong losses were killed 345 and a further 192 estimated killed ., Following the acquisition of the remainder of E-Plus on 14 March , Simyo belongs to the Dutch telecommunications group KPN ., It then crosses the Washita River Arm of the Texoma Lake .
datasets: bobox/enhanced_NLI-50K, sentence-transformers/natural-questions, tals/vitaminc, bobox/xSum-processed, google-research-datasets/paws
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: pearson_cosine, spearman_cosine, cosine_accuracy, cosine_accuracy_threshold, cosine_f1, cosine_f1_threshold, cosine_precision, cosine_recall, cosine_ap, cosine_mcc
model-index: name: SentenceTransformer based on BAAI/bge-m3
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: sts test
type: sts-test
metrics: type: pearson_cosine
value: 0.9057044760948914
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.9186581899637427
name: Spearman Cosine
verified: no, task: type: binary-classification
name: Binary Classification
dataset: name: allNLI dev
type: allNLI-dev
metrics: type: cosine_accuracy
value: 0.765625
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.7215985059738159
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.7090909090909091
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.6111515164375305
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.582089552238806
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.9069767441860465
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.6599871843092036
name: Cosine Ap
verified: no, type: cosine_mcc
value: 0.5461880874624497
name: Cosine Mcc
verified: no, task: type: binary-classification
name: Binary Classification
dataset: name: Qnli dev
type: Qnli-dev
metrics: type: cosine_accuracy
value: 0.7109375
name: Cosine Accuracy
verified: no, type: cosine_accuracy_threshold
value: 0.6857262849807739
name: Cosine Accuracy Threshold
verified: no, type: cosine_f1
value: 0.7101449275362318
name: Cosine F1
verified: no, type: cosine_f1_threshold
value: 0.5354167222976685
name: Cosine F1 Threshold
verified: no, type: cosine_precision
value: 0.620253164556962
name: Cosine Precision
verified: no, type: cosine_recall
value: 0.8305084745762712
name: Cosine Recall
verified: no, type: cosine_ap
value: 0.7169996907700875
name: Cosine Ap
verified: no, type: cosine_mcc
value: 0.4058199598560115
name: Cosine Mcc
verified: no
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Created: 2025-04-16 10:02:56