--- library_name: setfit tags: - setfit - sentence-transformers - text-classification - generated_from_setfit_trainer datasets: - Kevinger/hub-report-dataset metrics: - accuracy widget: - text: 'FOXBOROUGH — With Bill Belichick gone and no clear heir to his personnel throne in New England, it remains murky who will have final say on the roster as the offseason gets rolling. At Jerod Mayo’s introductory press conference, Robert Kraft said it’d be collaborative approach for now, but sought to debunk the idea that ownership will be more involved. He said his family will continue to delegate to the football operations staff as they have since purchasing the team in 1994. BET ANYTHING GET $250 BONUS ESPN BET CLAIM OFFER MASS 21+ and present in MA, NJ, PA, VA, MD, WV, TN, LA, KS, KY, CO, AZ, IL, IA, IN, OH, MI. Gambling problem? Call 1-800-Gambler. “It will be the same input that we’ve had for the last three decades: We try to hire the best people we can find and let them do their job and hold them accountable,” Kraft said. “If you get involved and tell them what to do or try to influence them, you can’t hold them responsible and have them accountable. It’ll be within the people’s discretion who are the decision makers to do it, and if we’ve hired the wrong people, then we’ll have to make a change. But we’re going to try to enjoy it as fans.” Kraft said there’s only one situation where ownership will get involved in football ops, and that’s when it comes off-the-field issues. “The only area that we have really weighed in is when it comes to bringing in people that we might think are not the right character to be here and they have done things in their past,” Kraft said. “That’s the only time we’ve really weighed in.”' - text: 'WESTFIELD - The St. Mary’s High School boys basketball team may have just found their secret weapon or at least one of them. 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.' - text: 'WE’VE SEEN ACROSS OUR REGION. ONE AMBULANCE WE HAVE PROBABLY SIX VICTIMS DOWN HERE. THE 911 CALLS COMING IN AROUND 220 THIS MORNING. BLACK SUV CAME UP, FIRED ROUNDS, TOOK OFF A SHOOTING ON ESSEX STREET WHERE PEOPLE WERE CELEBRATING. A FRIEND HEADING OFF TO COLLEGE. NOW, THIS STUFF IS UNFORTUNATE. I DIDN’T EXPECT IT TO HAPPEN. I NEVER THOUGHT I WOULD GET THAT CALL. HIS BROTHER SAYING ABRAHAM DIAZ IS ONE OF THE SEVEN PEOPLE SHOT. THE 25 YEAR OLD DIDN’T SURVIVE. HE’LL GO TO THINGS LIKE THIS TO SHOW SUPPORT AND LOVE AND THAT’S WHAT THAT’S WHAT HE’S ALL ABOUT. THE SIX OTHERS WERE RUSHED TO THE HOSPITAL. TWO IN CRITICAL CONDITION. THERE’S MULTIPLE PEOPLE THAT WE KNOW PERSONALLY THAT WE HANG OUT WITH AND LAUGH WITH THAT ARE RIGHT NOW IN THE HOSPITAL FIGHTING FOR THEIR LIVES. NOW INVESTIGATORS ARE WORKING TO TRACK DOWN WHOEVER PULLED THE TRIGGER, SAYING VIOLENCE LIKE THIS ISN’T UNIQUE TO. LYNN. IT’S NOT ONLY A PROBLEM IN OUR COMMUNITY, BUT IT’S BEEN A PROBLEM IN MANY URBAN COMMUNITIES LAST WEEKEND IN BOSTON, TWO LARGE BRAWLS INVOLVING TEENS AND KIDS AND A SHOOTING AT THE CARIBBEAN FESTIVAL THAT LEFT EIGHT HURT ENDED WITH 17 PEOPLE ARRESTED, 14 OF WHOM ARE MINORS. NOW, AS LYNN POLICE INVESTIGATE, SOME WHO LIVE HERE ARE QUESTIONING HOW SAFE ARE OUR COMMUNITIES. I HAVE A TWO AND A HALF YEAR OLD BROTHER. I’M STARTING TO THINK LIKE AS A IS THIS A GOOD PLACE TO RAISE HIM HERE? YOU KNOW, IT’S GETTING A LITTLE VIOLENT. LYNN POLICE SAY THEY BELIEVE THIS SHOOTING WAS TARGETED. THEY SAY IT’LL TAKE THE WORK OF POLICE AS WELL AS THE HELP OF THE COMMUNITY TO SOLVE THI Advertisement 2 of 7 victims in Lynn shooting now dead, district attorney says Share Copy Link Copy Another man is dead in connection with a shooting that happened early Saturday morning in Lynn, Massachusetts.Authorities announced Sunday that 21-year-old Jandriel Heredia, of Revere, died of the injuries he suffered in the Essex Street shooting that had already claimed the life of 25-year-old Abraham Diaz.The shooting, which injured a total of seven people, was first reported to Lynn police at about 2:20 a.m. Saturday.The Essex County District Attorney''s Office said that as of Sunday night, there is no new information as to the condition of the five other shooting victims. "This is a terrible act of violence," Essex County District Attorney Paul Tucker said. "We do not believe this was a random act of violence."Tucker said shots were fired from a vehicle."They were having some type of a social gathering," the district attorney said. "This violence was put upon them in a terrible way.""The people who did this are not in custody, and we want to make sure we do get them into custody," Tucker added. "I just can''t believe it happened," said Brian Diaz, brother of Abraham Diaz. "I''m still trying to process it.""My brother was a good kid," Brian Diaz added. "He was just like me, giving back to kids, looking out for kids, and ... just wanted to make sure everyone was all right."Brian said Abraham was from Lynn. He said his brother was with a group celebrating a friend who was heading off to college. "This is absolutely outrageous to have this level of violence happen on our streets and in our neighborhood," Lynn Mayor Jared Nicholson said at a news conference on Saturday morning. "It''s horrifying.""What everyone experienced in this street and neighborhood, shouldn''t happen," Nicholson said.Several multi-unit residential homes were located in the area of the shooting. "We believe this incident was a targeted attack," Lynn police Chief Christopher Reddy said. "We are committed to holding those accountable responsible for this senseless act of violence."On Sunday, Tucker and Reddy said that a man was fatally shot on Lincoln Street shortly after 11 p.m. Saturday. Authorities said that based on their initial investigation, the shooting is not believed to be a random act of violence.Anyone with any information about the shootings is asked to contact Lynn police at 781-595-2000 or by texting a tip to 847411 (TIP411).The shootings were being investigated by the Essex County District Attorney’s Office State Police Detective Unit and detectives from the Lynn Police Department. Previous coverage:' - text: 'Joan Acocella, a cultural critic whose elegant, erudite essays about dance and literature appeared in The New Yorker and The New York Review of Books for more than four decades, died on Sunday at her home in Manhattan. She was 78. Her son, Bartholomew Acocella, said the cause was cancer. Ms. Acocella (pronounced ack-ah-CHELL-uh) wrote deeply about dancers and choreographers, including Mikhail Baryshnikov, Suzanne Farrell and George Balanchine. She scrutinized the vicissitudes of the New York City Ballet as well as the feats of the ballroom-dancing pros and celebrity oafs of the popular TV series “Dancing With the Stars.” She was The New Yorker’s dance critic from 1998 to 2019 and freelanced for The Review for 33 years. Her final articles for The Review were a two-part commentary in May on the biography “Mr. B: George Balanchine’s 20th Century,” by Jennifer Homans, her successor as The New Yorker’s dance critic. “What she wrote for us,” Emily Greenhouse, the editor of The Review, said in an email, “was often mischievous and always delicious — on crotch shots and cuss words, on Neapolitan hand gestures and Isadora Duncan’s emphasis on the solar plexus.”' - text: '“That’s what will determine the winners and losers as we get through the rest of the holiday season,” Matthew Shay, chief executive of the National Retail Federation, a trade group, said on a recent conference call. The N.R.F. kept its forecast that holiday sales — from Nov. 1 to Dec. 31 — would grow 3 to 4 percent this year. That forecast isn’t adjusted for inflation. Neither are the early readings of sales over the weekend. Mastercard, for example, said sales both in stores and online rose 2.5 percent on Nov. 24, from a year earlier. But with consumer goods — excluding food and fuel — rising at an annual rate of around 4 percent, that suggests that retailers aren’t necessarily moving more merchandise. “We think sales were not strong; they were so-so, to the point of being mediocre,” said Craig Johnson, the founder of the retail consultancy Customer Growth Partners. His firm estimated that sales for the four-day period starting on Black Friday and ending on Cyber Monday was $94.2 billion, up about 2.5 percent from last year. Like Mastercard’s estimate, the retail consultancy forecast that — adjusted for inflation — sales slipped slightly, Mr. Johnson said. Some large retailers seem to be prepared for the slowdown in demand. Companies like Target and Macy’s have reported that they’ve cut inventory levels in recent quarters, and that may put them in a better position to profit even if demand is weaker, according to Edward Yruma, an analyst at the investment bank Piper Sandler. If stores have too much inventory on hand, they may have to cut prices more than expected, which would erode their profits. “Really for the first time in four quarters, we are seeing retailers get inventories better aligned with sales,” Mr. Yruma said. “That’s allowing them to have on-plan promotions.”' pipeline_tag: text-classification inference: false base_model: sentence-transformers/paraphrase-mpnet-base-v2 model-index: - name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2 results: - task: type: text-classification name: Text Classification dataset: name: Kevinger/hub-report-dataset type: Kevinger/hub-report-dataset split: test metrics: - type: accuracy value: 0.5138755980861244 name: Accuracy --- # SetFit with sentence-transformers/paraphrase-mpnet-base-v2 This is a [SetFit](https://github.com/huggingface/setfit) model trained on the [Kevinger/hub-report-dataset](https://huggingface.co/datasets/Kevinger/hub-report-dataset) dataset that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A OneVsRestClassifier instance is used for classification. The model has been trained using an efficient few-shot learning technique that involves: 1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. 2. Training a classification head with features from the fine-tuned Sentence Transformer. ## Model Details ### Model Description - **Model Type:** SetFit - **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) - **Classification head:** a OneVsRestClassifier instance - **Maximum Sequence Length:** 512 tokens - **Training Dataset:** [Kevinger/hub-report-dataset](https://huggingface.co/datasets/Kevinger/hub-report-dataset) ### Model Sources - **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) - **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) ## Evaluation ### Metrics | Label | Accuracy | |:--------|:---------| | **all** | 0.5139 | ## Uses ### Direct Use for Inference First install the SetFit library: ```bash pip install setfit ``` Then you can load this model and run inference. ```python from setfit import SetFitModel # Download from the 🤗 Hub model = SetFitModel.from_pretrained("Kevinger/setfit-hub-multilabel-example") # Run inference 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. 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.") ``` ## Training Details ### Training Set Metrics | Training set | Min | Median | Max | |:-------------|:----|:---------|:-----| | Word count | 22 | 396.7188 | 2161 | ### Training Hyperparameters - batch_size: (8, 8) - num_epochs: (1, 1) - max_steps: -1 - sampling_strategy: oversampling - num_iterations: 20 - body_learning_rate: (2e-05, 2e-05) - head_learning_rate: 2e-05 - loss: CosineSimilarityLoss - distance_metric: cosine_distance - margin: 0.25 - end_to_end: False - use_amp: False - warmup_proportion: 0.1 - seed: 42 - eval_max_steps: -1 - load_best_model_at_end: False ### Training Results | Epoch | Step | Training Loss | Validation Loss | |:------:|:----:|:-------------:|:---------------:| | 0.0031 | 1 | 0.1242 | - | | 0.1562 | 50 | 0.1143 | - | | 0.3125 | 100 | 0.1023 | - | | 0.4688 | 150 | 0.0108 | - | | 0.625 | 200 | 0.0021 | - | | 0.7812 | 250 | 0.0005 | - | | 0.9375 | 300 | 0.001 | - | ### Framework Versions - Python: 3.10.12 - SetFit: 1.0.3 - Sentence Transformers: 2.3.0 - Transformers: 4.35.2 - PyTorch: 2.1.0+cu121 - Datasets: 2.16.1 - Tokenizers: 0.15.1 ## Citation ### BibTeX ```bibtex @article{https://doi.org/10.48550/arxiv.2209.11055, doi = {10.48550/ARXIV.2209.11055}, url = {https://arxiv.org/abs/2209.11055}, author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, title = {Efficient Few-Shot Learning Without Prompts}, publisher = {arXiv}, year = {2022}, copyright = {Creative Commons Attribution 4.0 International} } ```