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Add SetFit model

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  1. README.md +534 -292
  2. model.safetensors +1 -1
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README.md CHANGED
@@ -10,333 +10,555 @@ datasets:
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  metrics:
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  - accuracy
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  widget:
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- - text: 'A 16-acre property once home to the long-shuttered Foxborough State Hospital
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- will soon provide housing for 141 low-income senior households.
 
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- Walnut Street, an affordable housing project being developed by the Affordable
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- Housing Services Collaborative and Onyx, will turn land that has been vacant for
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- decades into much-needed affordable housing.
 
 
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- “Housing is empowering. No matter our age, it is a comfort not to worry about
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- whether we can afford a place,” Onyx CEO Chanda Smart said at a press conference
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- Thursday. “Senior housing for the town of Foxborough means that seniors who worked
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- and raised their families here in Foxborough still have the opportunity to remain
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- here.”
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- Foxborough State Hospital opened in 1889 as the Massachusetts Hospital for Dipsomaniacs
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- and Inebriates for treatment of alcoholism, according to the National Park Service,
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- and was later converted to a standard psychiatric hospital. It closed in 1975,
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- and parts of the property have already been redeveloped over the years.
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- The Foxborough Housing Authority first began working on the project back in 2011.
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- The land was transferred to the agency from the state in 2017 to be used for affordable
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- housing.
 
 
 
 
 
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- Acting Town Manager Paige Duncan told MassLive that the town held a number of
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- community meetings to decide what to build on the property.
 
 
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- “It was controversial, but what came out was a clear support for senior housing,”
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- she said. “We really tried to address the needs of the community and we came up
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- with a project that was sensitive to the area. We didn’t want a big block of buildings
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- that towered over the neighborhood.”
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- After that, she said, there was overwhelming support for the project. The permits
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- were filed in February and approved by April, an almost unheard-of timeline.
 
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- The finished project will provide 141 new apartments for residents age 55 and
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- over. Of those, 35 will be reserved for people making 30% or less of the area
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- median income, and 85 will be for those making 60% AMI. Foxborough residents will
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- be given preference for 70% of the units.
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- A second phase of the project once this one is complete will add approximately
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- 60 more units.
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- Greg Spiers, chairman of the Housing Authority, said the new senior housing was
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- badly needed, noting there are about 5,500 elderly and disabled people on public
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- housing waiting lists in Massachusetts.
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-
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-
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- “With 195 of those on that list Foxborough residents, that 70% local preference
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- for first-time rentals is one of our goals,” he said. “The need is so great for
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- affordable housing in our area and the entire state.”
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- Housing and Livable Communities Secretary Ed Augustus praised the town for its
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- dedication to creating more affordable housing, even though more than 10% of its
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- total housing units qualify as affordable. The 10% threshold is the state requirement
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- to stop projects being filed under Chapter 40B, a law which allows affordable
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- housing developments to bypass certain local permitting requirements.
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- “You know that that is just an arbitrary number, but the real needs are significantly
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- more than that,” Augustus said. “We need more communities to take note of what
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- Foxborough is doing.”
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-
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-
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- Lt. Gov. Kim Driscoll said the project is a good example of the use of surplus
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- state land for housing. Gov. Maura Healey’s housing bond bill filed in October
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- included a proposed $30 million that would support similar projects to use underutilized
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- state property for housing. Healey also issued an executive order requesting state
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- agencies to conduct an audit of their property to find land any surplus land suitable
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- for this purpose.
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-
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-
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- “Converting state-owned land to another entity can be a little bit of a torturous
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- pathway. We know that building all the resources you need takes time,” Driscoll
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- said Thursday. “How do we leverage the cost of land, which is one of the reasons
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- housing is so expensive, to build the type of housing we need, but do it in a
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- shorter timetable? That’s what this (project) is all about.”
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- The project has received more than $25 million in state and federal funding, including
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- through American Rescue Plan Act rental funds and state and federal Low Income
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- Housing Tax Credits. Work on the site has not yet started.'
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- - text: 'WESTFIELD - The St. Mary’s High School boys basketball team may have just
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- found their secret weapon or at least one of them.
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-
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-
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- St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-pointers
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- to help the Saints stop a two-game slide and turn back Pioneer Valley Christian
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- Academy, 55-32, Wednesday night at Westfield Intermediate School.'
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- - text: 'WE’VE SEEN ACROSS OUR REGION. ONE AMBULANCE WE HAVE PROBABLY SIX VICTIMS
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- DOWN HERE. THE 911 CALLS COMING IN AROUND 220 THIS MORNING. BLACK SUV CAME UP,
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- FIRED ROUNDS, TOOK OFF A SHOOTING ON ESSEX STREET WHERE PEOPLE WERE CELEBRATING.
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- A FRIEND HEADING OFF TO COLLEGE. NOW, THIS STUFF IS UNFORTUNATE. I DIDN’T EXPECT
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- IT TO HAPPEN. I NEVER THOUGHT I WOULD GET THAT CALL. HIS BROTHER SAYING ABRAHAM
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- DIAZ IS ONE OF THE SEVEN PEOPLE SHOT. THE 25 YEAR OLD DIDN’T SURVIVE. HE’LL GO
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- TO THINGS LIKE THIS TO SHOW SUPPORT AND LOVE AND THAT’S WHAT THAT’S WHAT HE’S
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- ALL ABOUT. THE SIX OTHERS WERE RUSHED TO THE HOSPITAL. TWO IN CRITICAL CONDITION.
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- THERE’S MULTIPLE PEOPLE THAT WE KNOW PERSONALLY THAT WE HANG OUT WITH AND LAUGH
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- WITH THAT ARE RIGHT NOW IN THE HOSPITAL FIGHTING FOR THEIR LIVES. NOW INVESTIGATORS
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- ARE WORKING TO TRACK DOWN WHOEVER PULLED THE TRIGGER, SAYING VIOLENCE LIKE THIS
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- ISN’T UNIQUE TO. LYNN. IT’S NOT ONLY A PROBLEM IN OUR COMMUNITY, BUT IT’S BEEN
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- A PROBLEM IN MANY URBAN COMMUNITIES LAST WEEKEND IN BOSTON, TWO LARGE BRAWLS INVOLVING
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- TEENS AND KIDS AND A SHOOTING AT THE CARIBBEAN FESTIVAL THAT LEFT EIGHT HURT ENDED
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- WITH 17 PEOPLE ARRESTED, 14 OF WHOM ARE MINORS. NOW, AS LYNN POLICE INVESTIGATE,
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- SOME WHO LIVE HERE ARE QUESTIONING HOW SAFE ARE OUR COMMUNITIES. I HAVE A TWO
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- AND A HALF YEAR OLD BROTHER. I’M STARTING TO THINK LIKE AS A IS THIS A GOOD PLACE
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- TO RAISE HIM HERE? YOU KNOW, IT’S GETTING A LITTLE VIOLENT. LYNN POLICE SAY THEY
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- BELIEVE THIS SHOOTING WAS TARGETED. THEY SAY IT’LL TAKE THE WORK OF POLICE AS
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- WELL AS THE HELP OF THE COMMUNITY TO SOLVE THI
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-
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-
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- Advertisement 2 of 7 victims in Lynn shooting now dead, district attorney says
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- Share Copy Link Copy
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-
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-
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- Another man is dead in connection with a shooting that happened early Saturday
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- morning in Lynn, Massachusetts.Authorities announced Sunday that 21-year-old Jandriel
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- Heredia, of Revere, died of the injuries he suffered in the Essex Street shooting
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- that had already claimed the life of 25-year-old Abraham Diaz.The shooting, which
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- injured a total of seven people, was first reported to Lynn police at about 2:20
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- a.m. Saturday.The Essex County District Attorney''s Office said that as of Sunday
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- night, there is no new information as to the condition of the five other shooting
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- victims. "This is a terrible act of violence," Essex County District Attorney
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- Paul Tucker said. "We do not believe this was a random act of violence."Tucker
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- said shots were fired from a vehicle."They were having some type of a social gathering,"
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- the district attorney said. "This violence was put upon them in a terrible way.""The
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- people who did this are not in custody, and we want to make sure we do get them
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- into custody," Tucker added. "I just can''t believe it happened," said Brian Diaz,
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- brother of Abraham Diaz. "I''m still trying to process it.""My brother was a good
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- kid," Brian Diaz added. "He was just like me, giving back to kids, looking out
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- for kids, and ... just wanted to make sure everyone was all right."Brian said
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- Abraham was from Lynn. He said his brother was with a group celebrating a friend
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- who was heading off to college. "This is absolutely outrageous to have this level
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- of violence happen on our streets and in our neighborhood," Lynn Mayor Jared Nicholson
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- said at a news conference on Saturday morning. "It''s horrifying.""What everyone
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- experienced in this street and neighborhood, shouldn''t happen," Nicholson said.Several
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- multi-unit residential homes were located in the area of the shooting. "We believe
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- this incident was a targeted attack," Lynn police Chief Christopher Reddy said.
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- "We are committed to holding those accountable responsible for this senseless
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- act of violence."On Sunday, Tucker and Reddy said that a man was fatally shot
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- on Lincoln Street shortly after 11 p.m. Saturday. Authorities said that based
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- on their initial investigation, the shooting is not believed to be a random act
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- of violence.Anyone with any information about the shootings is asked to contact
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- Lynn police at 781-595-2000 or by texting a tip to 847411 (TIP411).The shootings
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- were being investigated by the Essex County District Attorney’s Office State Police
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- Detective Unit and detectives from the Lynn Police Department. Previous coverage:'
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- - text: 'Winter solstice greetings! The shortest day and longest night of year celebrates
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- the return of the light. Unfortunately, winter viruses are rampant during this
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- month of many celebrations. As predicted, COVID-19 cases are increasing along
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- with influenza, RSV, strep and many other respiratory illnesses.
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-
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-
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- The newest coronavirus subvariant, JN.1, is rapidly spreading and becoming the
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- most dominant variant. The World Health Organization has classified it as a “variant
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- of interest.” To be a variant of interest it must have genetic changes that impact
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- its characteristics and growing in a way that makes it a risk to global public
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- health.
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-
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- To date there is no evidence of it causing more serious illness. The updated vaccine
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- appears to be active against JN.1. Symptoms are similar to previous strains. Worse
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- symptoms and outcomes are more dependent on a person’s immunity and overall health.
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- The CDC reports emergency room visits, hospitalizations and death rates for COVID-19
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- cases are elevated nationally. In the Midwest emergency visits are increasing
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- to last year’s surge numbers.'
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- - text: 'In a culture with an unquenchable urge to trend-hunt and categorize, the
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- calendar might be the most arbitrary measure of all. So, I ’ m taking a pass on
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- writing a year-end best-of list. Instead, let’s call it things that stick. What
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- follows are five experiences still smouldering away in the back of my mind — good,
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- best, neither — months after I first saw them.
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- LESSONS OF THE HOUR, Wadsworth Atheneum
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- The great American abolitionist Frederick Douglass was the most photographed person
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- of his era, and not by coincidence. Douglass, a proto-scholar of image theory,
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- knew that the rapid rise of photography in postbellum America could be a powerful
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- tool to contend with American racism, and that if white Americans were to be moved
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- to hold their Black counterparts as equal, they would first need to see them as
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- such. “Lessons of the Hour” began that story by dramatic and affecting means:
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- Isaac Julien’s stirring “Lessons of the Hour,” 2019, a lush, five-channel video
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- portrayed the intensity and drama of Douglass’s oratory gifts, and his hunger
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- for equality. Then, it moved from tell to show, with scores of 19th-century photo
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- portraits of Black Americans, decked out in their best finery, who had taken Douglass’s
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- exhortations to heart. In the constant deluge of imagery, both moving and still,
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- that we live in today, Douglass appears eerily prescient. He urged Black Americans
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- to take active authorship of how they were perceived — an agency that’s now a
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- second-to-second strategy of a large chunk of the planet (under 40, at least)
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- through the frame of social media, a self-curation machine he could never have
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- conceived. The strategy he imagined in the service of high virtue — what else
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- to call the quest for equality? — has been coopted by every manner of vice. There’s
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- a metaphor here I don’t care to explore more deeply; it’s Wednesday night, I just
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- watched 5 minutes of the Republican debate, and that’s as depressed as I want
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- to get. More than anything, I wish Douglass were here — not to see how badly we’ve
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- gone wrong, but to help us find a way out.
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- Storage jar (detail), 1857. Dave (later recorded as David Drake), American, ca.
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- 1801–1870s. Stony Bluff Manufactory (ca. 1848-67), Old Edgefield District, South
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- Carolina. Collection of Greenville County Museum of Art. Eileen Travell/© Metropolitan
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- Museum of Art/Collection of Greenville County Museum of Art
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- HEAR ME NOW: THE BLACK POTTERS OF OLD EDGEFIELD, SOUTH CAROLINA, Museum of Fine
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- Arts Boston
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-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Advertisement
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- David Drake, or Dave the Potter, has become a posthumous art star in recent years
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- for the masterful works he made — outsize ceramic food storage jars that none
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- could match — and the story they embody. Born into enslavement, Drake worked at
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- one of the ceramic factories in antebellum Old Edgefield, South Carolina, where
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- jars were mass-produced and exported all over the South for household use. Drake,
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- who could read and write despite its prohibition among enslaved people, emblazoned
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- his works with aphoristic verse – unique transmissions of the enslaved experience
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- that traveled along with the workaday objects he inscribed. As documents, the
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- jars are remarkable primary-source accounts of a life lived in bondage; as art,
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- they embody the spirit and soul of a man whose cruel circumstances couldn’t snuff
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- his creativity and longing for human connection. “Hear Me Now” stays with me in
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- its clear-eyed intent to craft lineage across generations broken by bondage, and
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- to make that shattered story whole. Alongside Drake, and the countless anonymous
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- makers in the exhibition, were renowned contemporary artists Simone Leigh and
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- Theaster Gates, for whom ceramics, a medium forced on generations of Black makers
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- for profit they would never share, is their chosen medium one with the imprint
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- of Black American cultural DNA. In many ways, their work is an extension of Drake’s
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- reclaiming a material and process from the depravity of enslavement, and wholly
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- owning it for themselves.
 
 
 
 
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  Advertisement
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- A work by Henry Darger from the 2004 movie "In the Realms of the Unreal," directed
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- by Jessica Yu.
 
 
 
 
 
 
 
 
 
 
 
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- AMERICAN PERSPECTIVES, Portland Museum of Art
 
 
 
 
 
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  Advertisement
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- This show bothered me, but in the best way. Folk art, a catch-all of misfit otherness
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- — things that make art museums uncomfortable has been the subject of much reconsideration
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- in recent years, making any show that dares to use the term as fascinating as
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- it is haphazard. “American Perspectives” put those dynamics in high relief, a
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- key art world debate unfolding in real time. It lumped artists like Henry Darger,
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- the Chicago hospital custodian who crafted his epic pictorial saga of the Vivian
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- Girls, heroes of an imagined child slave rebellion, alongside 19th-century handpainted
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- pharmacy signs and carousel horses. Let’s be clear: The product of a deeply examined
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- inner life is not equivalent to workaday craft, however masterful the latter.
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- Herein lies the evolving debate: Darger, who died in 1973, is now collected by
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- the Museum of Modern Art, among other tier-one institutions. So what was he —
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- and others like him — doing in this show? “American Perspectives” put folk art’s
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- work-in-progress definition right in front of our eyes.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- Installation view, "Painted: Our Bodies, Hearts, and Village," Colby College Museum
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- of Art. Works shown, left to right: Ernest Blumenschein, "Untitled (Mountain Wood
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- Gatherers)," c. 1926; Virgil Ortiz, "Omtua," 2023; Tony Abeyta, "Citadel," 2021.
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- Stephen Davis Phillips
 
 
 
 
 
 
 
 
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- PAINTED: OUR BODIES, HEARTS, AND VILLAGE, Colby College Museum of Art
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- I remain awestruck by this exhibition, not only for the specific conversations
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- it provokes, but for the museum’s willingness to interrogate itself, and to find
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- its own answers lacking. In a field where “landmark” gets tossed around too easily,
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- this is the real deal. Colby had for years in its vaults a collection of paintings
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- by Taos Society of Artists, a group of white painters from the urban east who,
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- in the early part of the 20th century, relocated to New Mexico to cash in on the
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- growing fad for western Native American images. Their pictures were accomplished,
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- but tilt towards uncomfortable clichés of Indigenous people as a primitive, dying
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- race. The past century has affirmed the opposite: Pueblo and Diné communities
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- in the region have both preserved their artistic traditions and produced increasingly
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- vital contemporary art. Artists like Virgil Ortiz and Michael Namingha are among
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- many here to confront the mythmaking of white artists, a century ago, and speak
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- for themselves. Colby could have left the TSA paintings gathering dust in storage.
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- It did the opposite, and invited Indigenous curators to help it reconfigure a
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- clear-eyed re-telling of its own history in the context of the future the museum
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- intends to build. Note: The show continues until July 28.
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- THE EMBRACE, Hank Willis Thomas
 
 
 
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  Advertisement
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- I walked alongsideThe Embrace,” by now the city’s most prominent public work
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- of art, from its beginnings; the day it was chosen from a field of five to memorialize
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- Coretta Scott King and Martin Luther King Jr. in 2019, I wrote that it was jarring,
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- in the best possible way. We’re used to memorials that ache with overwrought sincerity
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- figures with hands to hearts, stoic gazes fixed on a faraway horizon. The Embrace’s
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- confounding tangle of arms and hands – an extraction of a moment between the couple
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- when Martin was awarded the Nobel Peace Prize in 1964— rejects all convention.
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- Instead, it emanates the complexity of mystery and, yes, confrontation. It invites
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- viewers into their own contemplation, rather than spoon-feeding them what to think
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- and feel. Looking back to when it arrived on Boston Common in January, you could
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- have guessed some reactions would shade towards ridicule (a bit by Leslie Jones
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- on The Daily Show, suggesting an intimate act, might have been the apex). And
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- social media, which by its nature divorces an object from its scale, material,
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- and context, reduces real experience to a snippet-sized meme. But for those of
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- us who have been there – who have walked into those arms, who have navigated that
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- knot of emotion, a relic of a tragic, complex time know the experience itself
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- is irreducible. Being with it, literally, is the only way to understand it, which
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- to me makes all the sense in the world. “The Embrace,” in all its glory, is only
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- and forever for Boston, as it should be.
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-
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- Murray Whyte can be reached at murray.whyte@globe.com. Follow him @TheMurrayWhyte.'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  pipeline_tag: text-classification
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  inference: false
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  base_model: sentence-transformers/paraphrase-mpnet-base-v2
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  split: test
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  metrics:
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  - type: accuracy
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- value: 0.6273946360153256
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  name: Accuracy
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  ---
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@@ -388,7 +610,7 @@ The model has been trained using an efficient few-shot learning technique that i
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  ### Metrics
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  | Label | Accuracy |
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  |:--------|:---------|
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- | **all** | 0.6274 |
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  ## Uses
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@@ -408,9 +630,21 @@ from setfit import SetFitModel
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  # Download from the 🤗 Hub
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  model = SetFitModel.from_pretrained("Kevinger/setfit-hub-multilabel-example")
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  # Run inference
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- preds = model("WESTFIELD - The St. Mary’s High School boys basketball team may have just found their secret weapon or at least one of them.
 
 
 
 
 
 
 
 
 
 
 
 
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- St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-pointers to help the Saints stop a two-game slide and turn back Pioneer Valley Christian Academy, 55-32, Wednesday night at Westfield Intermediate School.")
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  ```
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  <!--
@@ -442,14 +676,14 @@ St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-point
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  ### Training Set Metrics
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  | Training set | Min | Median | Max |
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  |:-------------|:----|:---------|:-----|
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- | Word count | 53 | 387.1406 | 1237 |
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  ### Training Hyperparameters
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  - batch_size: (8, 8)
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  - num_epochs: (1, 1)
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  - max_steps: -1
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  - sampling_strategy: oversampling
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- - num_iterations: 50
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  - body_learning_rate: (2e-05, 2e-05)
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  - head_learning_rate: 2e-05
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  - loss: CosineSimilarityLoss
@@ -465,23 +699,31 @@ St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-point
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  ### Training Results
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  | Epoch | Step | Training Loss | Validation Loss |
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  |:------:|:----:|:-------------:|:---------------:|
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- | 0.0013 | 1 | 0.1576 | - |
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- | 0.0625 | 50 | 0.1332 | - |
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- | 0.125 | 100 | 0.0118 | - |
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- | 0.1875 | 150 | 0.0009 | - |
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- | 0.25 | 200 | 0.0008 | - |
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- | 0.3125 | 250 | 0.0002 | - |
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- | 0.375 | 300 | 0.0003 | - |
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- | 0.4375 | 350 | 0.0002 | - |
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- | 0.5 | 400 | 0.0005 | - |
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- | 0.5625 | 450 | 0.0001 | - |
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- | 0.625 | 500 | 0.0001 | - |
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- | 0.6875 | 550 | 0.0001 | - |
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- | 0.75 | 600 | 0.0002 | - |
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- | 0.8125 | 650 | 0.0004 | - |
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- | 0.875 | 700 | 0.0002 | - |
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- | 0.9375 | 750 | 0.0001 | - |
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- | 1.0 | 800 | 0.0001 | - |
 
 
 
 
 
 
 
 
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  ### Framework Versions
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  - Python: 3.10.12
 
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  metrics:
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  - accuracy
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  widget:
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+ - text: 'Cases in Colorado and other states argue that Section 3 of the 14th Amendment
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+ prevents Donald J. Trump from being president again because, they argue, he incited
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+ the supporters who stormed the Capitol almost three years ago.
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+ The central questions are whether Section 3 applies to the presidency; whether
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+ Mr. Trump’s behavior before and on Jan. 6, 2021, constituted “engaging in insurrection
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+ or rebellion against” the Constitution; and whether election officials or the
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+ courts can deem a person ineligible without specific action by Congress identifying
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+ that person.
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+ The Colorado Supreme Court ruled that the answer to all of these questions was
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+ yes, but other courts have disagreed. The U.S. Supreme Court is likely to have
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+ the final say.
 
 
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+ Section 3 of the 14th Amendment says:
 
 
 
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+ No person shall be a Senator or Representative in Congress, or elector of President
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+ and Vice-President, or hold any office, civil or military, under the United States,
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+ or under any State, who, having previously taken an oath, as a member of Congress,
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+ or as an officer of the United States, or as a member of any State legislature,
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+ or as an executive or judicial officer of any State, to support the Constitution
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+ of the United States, shall have engaged in insurrection or rebellion against
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+ the same, or given aid or comfort to the enemies thereof. But Congress may by
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+ a vote of two-thirds of each House, remove such disability.
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+ Constitutional experts have emphasized in interviews with The New York Times that
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+ the answers are not simple or self-evident.'
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+ - text: 'Most of Greater Boston saw heavy rain and strong winds overnight. But in
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+ parts of northern New England, it was a serious snow event.
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48
 
49
+ The highest snowfall totals in the region were in Vermont, which saw as much as
50
+ a foot in some areas.
 
 
51
 
52
 
53
+ Happy Monday!🤠 We picked up over 10 inches of snow at mid mountain overnight -
54
+ not a bad way to start the week! pic.twitter.com/2XuF7tHXiB Sugarbush, Vermont
55
+ (@Sugarbush_VT) November 27, 2023
56
 
57
 
58
+ Here''s a look at snowfall totals across New England, according to the National
59
+ Weather Service.
 
 
60
 
61
 
62
+ Get Boston local news, weather forecasts, lifestyle and entertainment stories
63
+ to your inbox. Sign up for NBC Boston’s newsletters.
64
 
65
 
66
+ Maine
 
 
 
 
 
 
 
67
 
68
 
69
+ Madrid: 5.3"
 
 
 
 
70
 
71
 
72
+ Rangeley: 4.7"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
73
 
74
 
75
+ Dallas: 2.3"
76
+
77
+
78
+ Sinclair: 2"
79
+
80
+
81
+ Castle Hill: 1.6"
82
+
83
+
84
+ Caribou: 1.5"
85
+
86
+
87
+ North Brighton: 1"
88
+
89
+
90
+ New Hampshire
91
+
92
+
93
+ Mount Washington: 8"
94
+
95
+
96
+ Littleton: 4.5"
97
+
98
+
99
+ Carroll: 2.5"
100
+
101
+
102
+ Pittsburg: 2"
103
+
104
+
105
+ Lyme: 1.5"
106
+
107
+
108
+ Jefferson: 1.3"
109
+
110
+
111
+ Whitefield: 1"
112
+
113
+
114
+ Lancaster: 1"
115
+
116
+
117
+ Vermont
118
+
119
+
120
+ Hyde Park: 12"
121
+
122
+
123
+ Duxbury: 9.5"
124
+
125
+
126
+ North Calais: 9.5"
127
+
128
+
129
+ East Warren: 9.5"
130
+
131
+
132
+ Stannard: 9"
133
+
134
+
135
+ Cabot: 9"
136
+
137
+
138
+ Waterbury Center: 8"
139
+
140
+
141
+ Smugglers Notch: 8"
142
+
143
+
144
+ Worcester: 7.5"
145
+
146
+
147
+ East Barre: 7.3"
148
+
149
+
150
+ Sutton: 6.5"
151
+
152
+
153
+ Stowe: 6.5"
154
+
155
+
156
+ South Ludlow: 5.8"
157
+
158
+
159
+ Topsham: 5.5"
160
+
161
+
162
+ North Waitsfield: 5"
163
+
164
+
165
+ Morrisville: 5"
166
+
167
+
168
+ Landgrove: 5"
169
+
170
+
171
+ Waterbury: 4.8"
172
+
173
+
174
+ West Hartford: 4.3"
175
+
176
+
177
+ Montpelier: 4.2"
178
+
179
+
180
+ West Norwich: 4"
181
+
182
+
183
+ Orleans: 3.8"
184
+
185
+
186
+ West Burke: 3.5"
187
+
188
+
189
+ Countryside Estates: 2.8"
190
+
191
+
192
+ Manchester: 2.7"
193
+
194
+
195
+ West Arlington: 1.5"
196
+
197
+
198
+ South Essex Center: 1"'
199
+ - text: 'Looking for something fun to do indoors, now that it’s getting colder outside?
200
+ Wicked Local found some indoor experiences that will not only keep you warm, but
201
+ exercise your mind and body.
202
+
203
+
204
+ One such place is Boda Borg Malden, owned by Brookline resident Chad Ellis and
205
+ offering a variety of challenging escape room quests.
206
+
207
+
208
+ “I’m a huge nerd and just really love games, and I love smart entertainment that
209
+ brings people together and that people get something out of,” he said.
210
+
211
+
212
+ To participate in a quest, you need three or more people. Reservations should
213
+ be made in advance, either online or by phone. Sign up for a two-hour quest for
214
+ $28 per person or a four-hour quest for $40 per person. Upon arrival, you’ll get
215
+ a tutorial on how to quest. Much like attending a theme park, you choose the quests
216
+ you want, just as you would for rides.
217
+
218
+
219
+ “You know very little at the start of each quest — just the name, the theme and
220
+ how physically intense it’s going to be,” said Ellis.
221
+
222
+
223
+ Staff members are available to help and provide nudges toward a solution if you
224
+ become stuck, he said.
225
+
226
+
227
+ “It’s all about failure," Ellis said. "Most challenge activities are designed
228
+ around success and you either succeed or you don’t. With questing you are guaranteed
229
+ to fail, but then you learn something and then you can try again and then you
230
+ get closer and closer."
231
+
232
+
233
+ Ellis first heard about Boda Borg in 2012, then tried it out at its headquarters
234
+ in Sweden. He told his wife about it and after a long search for the right location,
235
+ in 2015 they opened Boda Borg at site of the former longtime department store,
236
+ Sparks, on Pleasant Street in Malden.
237
+
238
+
239
+ Despite being closed for a year due to COVID-19, business has otherwise been very
240
+ good since its opening.
241
+
242
+
243
+ “People keep coming back, a lot of the same companies and schools keep coming
244
+ back," Ellis said. "During the holidays, people bring their out-of-town families.
245
+ They come back over and over.”
246
+
247
+
248
+ Snacks and beverages are available, although no alcohol.
249
+
250
+
251
+ Axe throwing
252
+
253
+
254
+ Looking for a social sport that incorporates physical skill and mental fortitude?
255
+ Axe throwing at Revolution Axe Throwing in Everett is worth a try.
256
+
257
+
258
+ "Axe throwing is a perfect activity for the winter and fall — it''s active without
259
+ requiring a bunch of specialized equipment or clothing (no need to fully change
260
+ out of your cold-weather gear to throw axes), you''ve got the perfect excuse to
261
+ wear your heavy duty flannel, and we always have a great variety of seasonal drink
262
+ options to keep your winter thematic!" wrote General Manager Chester Domoracki
263
+ in an email. "It can be hard to find casual spaces in the wintertime that allow
264
+ you to hang out in a relaxed setting without freezing, and axe throwing fills
265
+ that niche perfectly."
266
+
267
+
268
+ Advance reservations are recommended. It’s $30 per person per hour. For larger
269
+ groups, two-hour sessions go for $50 per person.
270
+
271
+
272
+ Revolution also runs leagues, including those for women only and for beginners.
273
+ They each run two months at a time for $150, less than $20 per session.
274
+
275
+
276
+ Revolution Axe Throwing offers a full bar. Outside food can also be brought in.
277
+
278
+
279
+ ''Amazing community'':Competitive rock climbers from Brookline, Cambridge and
280
+ Newton find success
281
+
282
+
283
+ Rock climbing
284
+
285
+
286
+ Central Rock Gym has several Greater Boston locations, including Watertown,Stoneham,
287
+ Waltham, Framingham, Cambridge and Boston.
288
+
289
+
290
+ No experience is necessary. Central Rock offers four levels of roped climbing
291
+ with belays and ropes, and bouldering on walls 14 feet tall with nothing but a
292
+ mat below you. A day pass is $30 which does not include the rental harness, shoes,
293
+ and belay device.
294
+
295
+
296
+ It also offers fitness and yoga classes for $15 per person.
297
+
298
+
299
+ Bowling and virtual golf
300
+
301
+
302
+ Howl Splitsville Top Golf in Foxborough offers two indoor sports under one roof
303
+ — bowling and golf. It also provides food, beverages and live music.
304
+
305
+
306
+ If you like bowling, you can reserve a lane. Weekday rates are $7 per game, $5
307
+ for shoe rental. Weekend rates are $9 per game or $5 for shoe rental until 6 p.m.
308
+ and $11 per game, $5 for shoe rental after 6 p.m.
309
+
310
+
311
+ Suites can be reserved for a maximum of eight people to play virtual golf, baseball,
312
+ hockey, dodgeball or carnival games. Suites can be reserved in advance for $100
313
+ per hour per bay on weekdays and to $120 per hour per bay on weekends. Eight people
314
+ or fewer can play for $30 per person per bay on weekdays, $50 per person per bay
315
+ on weekends.
316
+
317
+
318
+ Curling
319
+
320
+
321
+ According to the World Curling Federation, curling is played on ice where two
322
+ teams take it turns sliding stones made of granite toward a target — known as
323
+ a house.
324
+
325
+
326
+ Traditional curling teams are comprised of four players, while the mixed doubles
327
+ version of the sport consists of teams of two — one female and one male. In women’s,
328
+ men’s and wheelchair curling, teams are allowed a fifth player known as the alternate
329
+ — a substitute. Each team designates a skip (team captain) and vice skip.
330
+
331
+
332
+ Bog Ice Arena in Kingston offers curling classes, three per session for $150.
333
+
334
+
335
+ Darts
336
+
337
+
338
+ The Flight Club in Boston''s Seaport District takes darts into the 21st century.
339
+ It''s a one-of-a-kind technology creates a fast-paced, multi-player gaming experience.
340
+
341
+
342
+ The Flight Club offers six easy-to-learn games for up to 12 guests to play simultaneously.
343
+ If you''re more advanced, there are more challenging levels.
344
+
345
+
346
+ Reservations are recommended in advance. It’s $15 per person for 90 minutes. Guests
347
+ must be 21 or older after 6 p.m. Sunday through Friday, and open to close on Saturday.
348
+
349
+
350
+ The Flight Club offers food and beverages, including wine, beer and cocktails.'
351
+ - text: 'Man suffers life-threatening injures in Boston shooting; suspect under arrest
352
+
353
+
354
+ A suspect is facing charges after a man suffered life-threatening injuries in
355
+ a shooting Monday in Roxbury.Boston police officers responded just before 4 a.m.
356
+ to a ShotSpotter activation for six rounds of gunfire in the area of 48 Clifford
357
+ St.Officers found a man suffering from life-threatening gunshot wounds. The victim
358
+ was taken to a local hospital. Police said a suspect had been arrested, however,
359
+ the person''s identity was not released.WCVB will have more information when it
360
+ becomes available.
361
+
362
+
363
+ A suspect is facing charges after a man suffered life-threatening injuries in
364
+ a shooting Monday in Roxbury.
365
+
366
+
367
+ Boston police officers responded just before 4 a.m. to a ShotSpotter activation
368
+ for six rounds of gunfire in the area of 48 Clifford St.
369
+
370
 
371
  Advertisement
372
 
373
 
374
+ Officers found a man suffering from life-threatening gunshot wounds. The victim
375
+ was taken to a local hospital.
376
+
377
+
378
+ Police said a suspect had been arrested, however, the person''s identity was not
379
+ released.
380
+
381
+
382
+ WCVB will have more information when it becomes available.'
383
+ - text: 'That means that at some point far into the future, literally no one would
384
+ be allowed to buy tobacco in Brookline, regardless of his or her age. Currently,
385
+ the legal age to purchase tobacco statewide is 21.
386
+
387
+
388
+ Currently, no one born in the 21st century is allowed to buy tobacco in the Boston
389
+ suburb of 60,000 people after Town Meeting voters adopted a first-in-the-nation
390
+ bylaw in 2020. The rule went into effect about a year later, gradually prohibiting
391
+ tobacco or e-cigarette sales to anyone born on or after Jan. 1, 2000.
392
+
393
+
394
+ During the depths of the pandemic, Brookline adopted a public health measure unlike
395
+ any in the country. Massachusetts’ highest court could now determine whether it
396
+ can stay.
397
 
398
 
399
  Advertisement
400
 
401
 
402
+ The Brookline rule has been hailed as a novel effort to curb youth tobacco use
403
+ by going far beyond setting a minimum age, effectively banning future generations
404
+ from ever purchasing tobacco. New Zealand last year adopted a similar policy,
405
+ but Brookline’s bylaw remains the only one of its kind in the United States, though
406
+ it’s something other towns hope to emulate.
407
+
408
+
409
+ “We need to do more than what we’ve been doing,” said Maureen Buzby, the tobacco
410
+ inspection coordinator for several Massachusetts communities, including Melrose,
411
+ Stoneham, and Wakefield, where officials are weighing restrictions similar to
412
+ Brookline’s. “We’ve done a lot of policy, a lot of regulation, a lot of state
413
+ law. Frankly, they’ve worked as Band-Aids.”
414
+
415
 
416
+ But now, a ruling by the state’s Supreme Judicial Court could undo the attempt
417
+ at a wider salve. The high court’s justices this month heard a challenge from
418
+ a group of Brookline businesses, whose attorneys argue that Brookline’s bylaw
419
+ is unconstitutional and conflicts with the 2018 state law that set the legal age
420
+ at 21.
421
 
422
+
423
+ A ban, even implemented gradually, could have wide ramifications for convenience
424
+ stores, where tobacco products account for more than one-quarter of merchandise
425
+ sales nationally, according to a Massachusetts trade group representing local
426
+ retailers. The lawsuit has also drawn the support of some of the tobacco’s industry’s
427
+ biggest players hoping to stop the policy before it gains steam.
428
 
429
 
430
  Advertisement
431
 
432
 
433
+ Backing Brookline’s bylaw is the state of Massachusetts, which argued in a brief
434
+ that the town is addressing “a legitimate health concern.” Governor Maura Healey
435
+ approved Brookline’s rule when she was attorney general.
436
+
437
+
438
+ A slew of other policymakers, from California lawmakers to those in Hawaii, have
439
+ proposed their own bans. While the legal nuances could shift from state to state,
440
+ the Massachusetts SJC ruling could provide an important barometer, including clearing
441
+ others in Massachusetts to pursue their own restrictions or sending them back
442
+ to the drawing board.
443
+
444
+
445
+ “I would think [tobacco companies] may consider it a bit of a long shot, but a
446
+ potentially mortal threat to their industry,” said Mark Gottlieb, executive director
447
+ of the Public Health Advocacy Institute at Northeastern University’s School of
448
+ Law, which is representing Brookline in the lawsuit.
449
+
450
+
451
+ “What the SJC does in this case may not have any impact on whether a policy may
452
+ withstand a legal challenge in other states,” he added. “But it certainly would
453
+ show it’s possible, given the right legal environment, to implement a policy that
454
+ is truly an end-game policy for tobacco sales.”
455
+
456
+
457
+ Town hall on Washington Street in Brookline. Craig F. Walker/Globe Staff
458
+
459
+
460
+ It’s unclear when the SJC will issue its ruling. Technically, the high court will
461
+ decide whether to uphold a lower court’s decision to dismiss the lawsuit, known
462
+ as Six Brothers v. Brookline, where store owners argued Brookline’s tobacco ban
463
+ undercuts the 2018 law and the intent of the Legislature to set a minimum age.
464
 
465
 
466
  Advertisement
467
 
468
 
469
+ At the time, state policymakers noted the minimum age law would replace what had
470
+ become a “confusing and bewildering patchwork” of rules across towns and cities,
471
+ Patrick Tinsley, an attorney representing the Brookline retailers, said during
472
+ the SJC hearing.
473
+
474
+
475
+ Moreover, opponents of Brookline’s rule contend it violates equal protection guarantees
476
+ in the state constitution. American Snuff Co. — a subsidiary of the tobacco giant
477
+ American Reynolds — argued in a court brief that allowing someone born at 11:59
478
+ p.m. on Dec. 31, 1999 to buy cigarettes but permanently barring someone born one
479
+ second later is “discriminatory treatment [that] cannot pass constitutional muster.”
480
+
481
 
482
+ A company spokesperson declined to comment further.
483
 
 
484
 
485
+ “At what point do adults have the freedom to make their own choices about the
486
+ products they consume?” said Peter Brennan, executive director of the New England
487
+ Convenience Store and Energy Marketers Association, a trade organization that
488
+ represents 7,000 retailers.
489
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
490
 
491
+ The Brookline rule, he said, is a “sneaky, end-around way” toward an outright
492
+ ban. “It sets a moving goalpost.”
493
 
494
+
495
+ At a hearing this month, justices on the SJC considered the law’s weighty ramifications.
496
+ Justice Scott L. Kafker said, in effect, the bylaw would eventually raise the
497
+ minimum age “to the point where it renders everybody too young to buy.”
498
 
499
 
500
  Advertisement
501
 
502
 
503
+ “Very clever,” he mused. I just don’t know if that’s legal.”
504
+
505
+
506
+ Attorneys for Brookline argue the bylaw is “not a minimum,” but a ban, which is
507
+ legal under the 2018 state law allowing towns or cities to pursue their own rule
508
+ that “limits or prohibits the purchase of tobacco products.”
509
+
510
+
511
+ Katharine Silbaugh, a Boston University law professor and one of the leading petitioners
512
+ of Brookline’s bylaw, argued that nicotine and tobacco shouldn’t be regulated
513
+ like alcohol or cannabis, which “whether we’re right or not, we believe at some
514
+ age, they are safe enough to use.”
515
+
516
+
517
+ “It doesn’t make sense to have an age restriction that seems to indicate that
518
+ you have become old enough to smoke,” she said. “You’re never old enough to smoke.”
519
+
520
+
521
+ Town data indicate that tobacco use among high schoolers has steadily plunged:
522
+ In 2013, for example, 26 percent of high schoolers said they used tobacco at some
523
+ point.
524
+
525
+
526
+ In a 2023 survey, just 3 percent of Brookline high schoolers said they had used
527
+ tobacco in the previous 30 days, while 9 percent said they had vaped; 19 percent
528
+ said they vaped at some point in their lives. Still, health experts caution: It’s
529
+ hard to draw a direct connection to the town’s new bylaw.
530
+
531
+
532
+ “We’ll never be able to point to a direct link [to the bylaw],” said Sigalle Reiss,
533
+ Brookline’s public health director. But, she said, the policy is both an attempt
534
+ to reduce exposure and “institute change across a whole community.”
535
+
536
+
537
+ “We’re not naïve. We know Brookline is not an island,” she said. “But we do feel
538
+ like one community has to take that first step.”
539
+
540
+
541
+ Advertisement
542
+
543
+
544
+ Health officials in Melrose, Stoneham, and Wakefield — three communities clustered
545
+ north of Boston — have held public hearings on their proposed regulation, which
546
+ would ban the sale of tobacco or e-cigarette products to anyone born on or after
547
+ Jan. 1, 2004. But they’ve tabled any votes until after the SJC ruling, said Anthony
548
+ Chui, the health director for all three communities.
549
+
550
+
551
+ Should they, and perhaps others, adopt similar rules, proponents say that could
552
+ eventually build momentum toward the adoption of a statewide law.
553
+
554
+
555
+ But it often takes years for Beacon Hill to join such a groundswell. When the
556
+ Legislature voted in 2018 to increase the legal age to buy tobacco from 18 to
557
+ 21, half the state’s towns and cities, Boston included, had already done so, sometimes
558
+ years earlier.
559
+
560
+
561
+ Matt Stout can be reached at matt.stout@globe.com. Follow him @mattpstout.'
562
  pipeline_tag: text-classification
563
  inference: false
564
  base_model: sentence-transformers/paraphrase-mpnet-base-v2
 
574
  split: test
575
  metrics:
576
  - type: accuracy
577
+ value: 0.6324376199616123
578
  name: Accuracy
579
  ---
580
 
 
610
  ### Metrics
611
  | Label | Accuracy |
612
  |:--------|:---------|
613
+ | **all** | 0.6324 |
614
 
615
  ## Uses
616
 
 
630
  # Download from the 🤗 Hub
631
  model = SetFitModel.from_pretrained("Kevinger/setfit-hub-multilabel-example")
632
  # Run inference
633
+ preds = model("Man suffers life-threatening injures in Boston shooting; suspect under arrest
634
+
635
+ A suspect is facing charges after a man suffered life-threatening injuries in a shooting Monday in Roxbury.Boston police officers responded just before 4 a.m. to a ShotSpotter activation for six rounds of gunfire in the area of 48 Clifford St.Officers found a man suffering from life-threatening gunshot wounds. The victim was taken to a local hospital. Police said a suspect had been arrested, however, the person's identity was not released.WCVB will have more information when it becomes available.
636
+
637
+ A suspect is facing charges after a man suffered life-threatening injuries in a shooting Monday in Roxbury.
638
+
639
+ Boston police officers responded just before 4 a.m. to a ShotSpotter activation for six rounds of gunfire in the area of 48 Clifford St.
640
+
641
+ Advertisement
642
+
643
+ Officers found a man suffering from life-threatening gunshot wounds. The victim was taken to a local hospital.
644
+
645
+ Police said a suspect had been arrested, however, the person's identity was not released.
646
 
647
+ WCVB will have more information when it becomes available.")
648
  ```
649
 
650
  <!--
 
676
  ### Training Set Metrics
677
  | Training set | Min | Median | Max |
678
  |:-------------|:----|:---------|:-----|
679
+ | Word count | 22 | 394.2812 | 1802 |
680
 
681
  ### Training Hyperparameters
682
  - batch_size: (8, 8)
683
  - num_epochs: (1, 1)
684
  - max_steps: -1
685
  - sampling_strategy: oversampling
686
+ - num_iterations: 75
687
  - body_learning_rate: (2e-05, 2e-05)
688
  - head_learning_rate: 2e-05
689
  - loss: CosineSimilarityLoss
 
699
  ### Training Results
700
  | Epoch | Step | Training Loss | Validation Loss |
701
  |:------:|:----:|:-------------:|:---------------:|
702
+ | 0.0008 | 1 | 0.1705 | - |
703
+ | 0.0417 | 50 | 0.1864 | - |
704
+ | 0.0833 | 100 | 0.3521 | - |
705
+ | 0.125 | 150 | 0.1212 | - |
706
+ | 0.1667 | 200 | 0.0091 | - |
707
+ | 0.2083 | 250 | 0.007 | - |
708
+ | 0.25 | 300 | 0.0005 | - |
709
+ | 0.2917 | 350 | 0.0008 | - |
710
+ | 0.3333 | 400 | 0.0005 | - |
711
+ | 0.375 | 450 | 0.0002 | - |
712
+ | 0.4167 | 500 | 0.0002 | - |
713
+ | 0.4583 | 550 | 0.0002 | - |
714
+ | 0.5 | 600 | 0.0002 | - |
715
+ | 0.5417 | 650 | 0.0002 | - |
716
+ | 0.5833 | 700 | 0.0002 | - |
717
+ | 0.625 | 750 | 0.0002 | - |
718
+ | 0.6667 | 800 | 0.0002 | - |
719
+ | 0.7083 | 850 | 0.0001 | - |
720
+ | 0.75 | 900 | 0.0001 | - |
721
+ | 0.7917 | 950 | 0.0001 | - |
722
+ | 0.8333 | 1000 | 0.0001 | - |
723
+ | 0.875 | 1050 | 0.0001 | - |
724
+ | 0.9167 | 1100 | 0.0001 | - |
725
+ | 0.9583 | 1150 | 0.0001 | - |
726
+ | 1.0 | 1200 | 0.0001 | - |
727
 
728
  ### Framework Versions
729
  - Python: 3.10.12
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3
  size 437967672
 
1
  version https://git-lfs.github.com/spec/v1
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  size 437967672
model_head.pkl CHANGED
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