SetFit with sentence-transformers/paraphrase-mpnet-base-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
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
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 6 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

'Notification Freshprep brand Crunchy Caesar Salad recalled due to undeclared milk Brand(s) Freshprep Last updated 2022-06-02 Summary Product Crunchy Caesar Salad Issue Food - Allergen - Milk What to do Do not use, sell, serve or distribute the affected product. Affected products Brand Name Product Name Size Code on Product UPC Freshprep Crunchy Caesar Salad 165 g 22JN01 22JN03 None Issue Freshprep brand Crunchy Caesar Salad recalled due to undeclared milk. The recalled product has been sold in Alberta and British Columbia. Additional information Details Original published date : 2022-06-02 Alert/recall type Notification Category Food - Multiple food items Companies Fresh Prep Foods Inc. Published by Canadian Food Inspection Agency Audience General public Recall class Class 2 Identification number RA-64226 Canadian Food Inspection Agency ID 15018 Media and public enquiries Public enquiries Toll-free : 1-800-442-2342 (Canada and U.S.) Telephone : 1-613-773-2342 (local or international) Email : [email protected] Media relations Telephone : 613-773-6600 Email : [email protected] Report a health or safety concern'

'Charlotte, NC Ruth’s Salads is undertaking a recall of Ruth’s Original Pimento Spread in 7oz plastic containers. The product has the potential to be contaminated with Listeria Monocytogenes. Consumers who have purchased this 7 oz Ruth’s Original Pimento Spread with the Lot #16, Sell By Date 4/30/2017 are urged to return the product to the place of purchase for a full refund. The contamination was discovered during random testing by the NC Department of Agriculture. Consumers with questions may contact the company at 800-532-0409 between the hours of 7AM and 3 PM Monday-Friday. After hours, consumers may leave a message and your call will be returned as soon as possible. Listeria monocytogenes is an organism that can cause serious and sometimes fatal infections in young children, frail or elderly people, and others with weakened immune systems. Although healthy individuals may suffer only short-term symptoms such as high fever, severe headache, stiffness, nausea, abdominal pain and diarrhea, listeria infections can cause miscarriages and stillbirths among pregnant women. No illnesses have been reported to date in connection with this problem. The recalled product was distributed in grocery stores in NC, SC, GA, and parts of Virginia and Tennessee.'

'Alpine Fresh, Inc. of Doral, Florida is voluntarily recalling its 1 pound packages of "Hippie Organics" French Beans from lot# 313-626, because they have the potential to be contaminated with Listeria monocytogenes, an organism which can cause serious and sometimes fatal infections in young children, frail or elderly people, and others with weakened immune systems. Although healthy individuals may suffer only short-term symptoms such as high fever, severe headache, stiffness, nausea, abdominal pain and diarrhea, Listeria infection can cause miscarriages and stillbirths among pregnant women. The recalled "Hippie Organics 1lbs French Beans" were distributed in Whole Foods (CT, FL, GA, IL, MD) , Aldi (FL) and LIDL (DE, GA, MD, NJ, NY, NC, PA, SC, VA) retail stores. The product comes in a 1 pound, clear plastic package marked with lot # 313-626 on the back on a small, white label. No illnesses have been reported to date in connection with this problem. The potential for contamination was noted after routine testing by the company revealed the presence of Listeria monocytogenes in 1 pound packages of "Hippie Organics French Beans From lot # 313-626." The problem has been found to be isolated to the identified lot and the company has taken corrective actions to prevent a recurrence. Consumers who have purchased 1 pound packages of "Hippie Organics French Beans from lot #313-626" are urged to return them to the place of purchase for a full refund. Consumers with questions may contact the company at 1-866-827-3362.'

Label	Examples
0	'In cooperation with the FDA Lehi Valley Trading Company of Mesa, Arizona is issuing a nationwide recall of 8,10 and 12.3 oz packages of Yogurt Raisins, because it may contain undeclared Peanut Allergen. People who have an allergy or severe sensitivity to Peanut Allergens run the risk of serious or life-threatening allergic reaction if they consume these products. Yogurt Raisins in question are To date, no illness, sickness, or symptoms have been reported from product coming to or from Lehi Valley Trading Company. The nationwide recall was initiated after it was discovered that equipment used to package this product may have come in contact with product containing Peanut Allergens. Consumers who have purchased 10 oz Snack-Worthy Yogurt Raisins with lot code 222268 are urged to return the product to the place of purchase for a full refund Please direct all concerns to our Customer Service Department at (480)-684-1430 Mon-Fri 8 : 00AM-5 : 00PM MST' 'Move Comes as Part of FDA’s Safety Advisory Regarding Grain Craft Flour Recall Hostess Brands, LLC is voluntarily recalling 710,000 cases of select snack cakes and donuts as a direct result of the recent recall by our supplier, Grain Craft, of certain lots of its flour for undeclared peanut residue. The Hostess Brands products subject to the recall were produced using the Grain Craft flour that has now been recalled and, as a result, these products may contain low levels of undeclared peanut residue. More information about the Grain Craft recall can be found on the FDA’s website at : http : //www.fda.gov/Food/RecallsOutbreaksEmergencies/SafetyAlertsAdvisories/ucm504002.htm. While those who have an allergy or severe sensitivity to peanuts run the risk of serious or life-threatening allergic reaction if they consume products containing peanut allergens, the amount of peanut exposure from use of the flours and affected products is considered to be low and not expected to cause adverse health effects in the vast majority of peanut allergic consumers. To date, Hostess has received notice of two allergic reactions related to the product covered by this recall. Out of an abundance of caution, we are recalling the specific products listed on the attachment. This recall applies only to the products listed. This recall does not affect any other Hostess Brands products. The Hostess Brands products affected by the recall include single serve (snack cakes and donuts), multipack boxes and bagged donuts. The products were sold to mass merchandisers, grocery stores, distributors, dollar stores, drug stores, and convenience stores throughout the United States and Mexico. Anyone who has purchased an affected product and who has a sensitivity or allergy to peanuts is encouraged to discard it or return it to the place of purchase for a full refund. Consumers with questions may contact 1-800-686-2813 Monday through Friday from 8 am to 8 pm Central time, and Saturday and Sunday from 8 am to 7 pm Central time. Consumers may also visit www.hostesscakes.com. FDA Advisory
Variety	Item UPC	Batch	Best Buy Date
Chocodile Multi FSH	888109110499	D033124000	6/4/2016
		D040624000	6/10/2016
		D040724000	6/11/2016
		D041324000	6/17/2016
		D041424000	7/6/2016
	888109110499	D033124000	6/4/2016
		D041324000	6/17/2016
		D041424000	6/18/2016
Chocodile Multi FZN	888109110499	D033124000	N/A
		D040624000	N/A
		D041324000	N/A
Chocodile Snack FSH	888109010492	D033124000	6/4/2016
		D040624000	6/10/2016
		D041324000	6/17/2016
		D041424000	6/18/2016
	888109010492	D033124000	6/4/2016
		D040624000	6/10/2016
		D041324000	6/17/2016
Chocodile Snack FZN	888109010492	D040624000	N/A
		D040724000	N/A
		D041324000	N/A
Ding Dong Multi FSH	888109110611	D032924000	6/2/2016
		D033024000	6/3/2016
		D040424000	6/8/2016
		D040524000	6/9/2016
		D040624000	6/10/2016
		D041124000	6/15/2016
		D041224000	6/16/2016
		D041324000	7/6/2016
	888109110611	D040424000	6/8/2016
	888109110611	D041124000	6/15/2016
Ding Dong Multi FZN	888109110611	D040424000	N/A
		D041124000	N/A
		D041224000	N/A
Ding Dong Snack FSH	888109010027	D032924000	6/2/2016
		D040424000	6/8/2016
		D041124000	6/15/2016
	888109010027	D040424000	6/8/2016
	888109010027	D041124000	6/15/2016
Ding Dong Snack FZN	888109010027	D040424000	N/A
Ding Dong Snack FZN	888109010027	D041124000	N/A
Zinger Chocolate Multi FSH	888109110581	D040124000	6/5/2016
		D040824000	6/12/2016
		D040924000	6/13/2016
Zinger Chocolate Multi FZN	888109110581	D040124000	N/A
Zinger Chocolate Multi FZN	888109110581	D040824000	N/A
Zinger Chocolate Snack FSH	888109300036	D040124000	6/5/2016
	888109300036	D040824000	6/12/2016
	888109010058	D040124000	6/5/2016
		D040824000	6/12/2016
		D040924000	6/13/2016
Zinger Chocolate Snack FZN	888109300036	D040124000	N/A
	888109300036	D040824000	N/A
	888109000202	D040124000	N/A
	888109010058	D040824000	N/A
	888109000356	D040124000	N/A
Zinger Ras Multi FSH	888109110604	D040924000	6/13/2016
		D041024000	6/14/2016
		D041524000	6/19/2016
		D041624000	6/20/2016
Zinger Ras Multi FZN	888109110604	D040924000	N/A
Zinger Ras Multi FZN	888109110604	D041524000	N/A
Zinger Ras Snack FSH	888109010089	D041024000	6/14/2016
		D041524000	6/19/2016
		D041624000	6/20/2016
Zinger Ras Snack FZN	888109010089	D040924000	N/A
		D041024000	N/A
		D041524000	N/A
Zinger Van Multi FSH	888109110598	D033124000	6/4/2016
		D040124000	6/5/2016
		D040724000	6/11/2016
		D041424000	6/18/2016
		D041524000	6/19/2016
Zinger Van Multi FZN	888109110598	D040724000	N/A
Zinger Van Snack FSH	888109300029	D033124000	6/4/2016
	888109300029	D041524000	6/19/2016
	888109010119	D040124000	6/5/2016
		D040724000	6/11/2016
		D040824000	6/12/2016
		D041524000	6/19/2016
Zinger Van Snack FZN	888109300029	D041424000	N/A
	888109300029	D041524000	N/A
	888109010119	D033124000	N/A
		D040124000	N/A
		D040724000	N/A
		D041524000	N/A
Chocolate Donut BG FSH	888109150020	D031821000	5/22/2016
		D031821001	6/22/2016
		D031824001	6/29/2016
		D031921000	5/23/2016
		D031924000	6/29/2016
		D032021000	5/24/2016
		D032024000	6/29/2016
		D041124000	6/15/2016
		D041224000	6/16/2016
	888109150020	D031824000	5/22/2016
		D032124000	5/25/2016
		D032224000	5/26/2016
		D032324000	5/27/2016
		D032424000	5/28/2016
		D032424001	6/22/2016
		D032524000	6/22/2016
		D032524001	6/22/2016
		D032624001	6/22/2016
		D032824000	6/1/2016
		D032924000	6/2/2016
		D040821000	6/12/2016
		D041224000	6/16/2016
		D041324000	6/17/2016
		D041324001	6/29/2016
		D041424000	6/29/2016
	888109150020	D032121000	5/25/2016
	888109110239	D032021000	5/24/2016
	888109110239	D032121000	5/25/2016
Chocolate Donut SS FSH	888109300067	D032121000	5/25/2016
	888109050023	D032121000	5/25/2016
	888109050023	D032121000	5/25/2016
Chocolate Donut SS FZN	888109300067	D032121000	N/A
	888109050023	D032121000	N/A
	888109050023	D032121000	N/A
Crunch Donut BG FSH	888109110642	D031924000	5/23/2016
		D032524000	5/29/2016
		D032624000	5/30/2016
		D041424000	6/18/2016
		D041524000	6/19/2016
	888109110642	D031824000	5/22/2016
		D031924000	5/23/2016
		D032024000	5/24/2016
		D032424000	5/28/2016
		D032524000	5/29/2016
		D041424000	6/18/2016
	888109110642	D031824000	5/22/2016
	888109110642	D031924000	5/23/2016
	888109110659	D041324000	6/17/2016
Crunch Donut BG FZN	888109110642	D031924000	N/A
		D032524000	N/A
		D041424000	N/A
Crunch Donut SS FSH	888109300081	D031921000	5/23/2016
	888109050054	D031921000	5/23/2016
		D032021000	5/24/2016
		D040221000	6/6/2016
	888109050054	D031921000	5/23/2016
	888109050054	D040221000	6/6/2016
Crunch Donut SS FZN	888109050054	D031921000	N/A
	888109050054	D040221000	N/A
	888109000332	D040221000	N/A
Devils Food Donut BG FSH	888109150037	D040221000	6/6/2016
Devils Food Donut BG FSH	888109150037	D040821000	6/12/2016
Glazed Mini Donut Bag FSH	888109110659	D032124000	5/25/2016
		D032824000	6/1/2016
		D032924000	6/2/2016
		D041124000	6/15/2016
		D041224000	6/16/2016
	888109110659	D032224000	5/26/2016
		D032324000	5/27/2016
		D032424000	5/28/2016
		D032924000	6/2/2016
		D041224000	6/16/2016
		D041324000	6/17/2016
		D041424000	6/18/2016
	888109110659	D032224000	5/26/2016
Glazed Mini Donut Bag FZN	888109110659	D032124000	N/A
		D032224000	N/A
		D032824000	N/A
		D041124000	N/A
Maple Donut Bag FSH	888109111243	D032424000	5/28/2016
Powder Donut BG FSH	888109150044	D031821000	5/22/2016
		D031821001	6/8/2016
		D031824000	6/8/2016
		D031921000	5/23/2016
		D031921001	6/8/2016
		D040221000	6/6/2016
		D040821000	6/12/2016
	888109150044	D032121000	5/25/2016
	888109150044	D040821000	6/12/2016
	888109110246	D031921000	5/23/2016
		D032021000	5/24/2016
		D032121000	5/25/2016
		D040821000	6/12/2016
Powder Donut BG FZN	888109150044	D032121000	N/A
Powder Donut BG FZN	888109150044	D040821000
Powder Donut SS FSH	888109050047	D031821000	5/22/2016
	888109050047	D031921000	5/23/2016
	888109050047	D031921000	5/23/2016
		D040221000	6/6/2016
		D040821000	6/12/2016
	888109050047	D031821000	5/22/2016
	888109050047	D040821000	6/12/2016
Powder Donut SS FZN	888109050047	D031821000	N/A
	888109050047	D040821000	N/A
	888109050047	D040821000	N/A
4	'PRA No. 2000/4513 Date published 26 Oct 2000 Product description Best Before 08 May 02. EAN 9310371190158. 450g Glass Jar. Bottled in NSW. On the marketplace for 5 months. What are the defects? Possible glass fragment contaminaton. What are the hazards? Contamination What should consumers do? Return the product to the store where it was purchased for a full refund. Enquiries can be directed to Freecall 1800 067 686. Supplier Buderim Ginger Ltd Where the product was sold Australian Capital Territory New South Wales Queensland South Australia Victoria Coordinating agency Food Standards Australia New Zealand is the coordinating agency for this recall. Product category Groceries × Close' "Amy’s Kitchen is recalling Gluten Free Vegetable Lasagne because the packs may contain metal shavings. Product details Amy’s Kitchen Gluten Free Vegetable Lasagne (Frozen) Pack size 255g Batch code 30-K269 Best before November 2021 Risk statement The presence of metal makes this product unsafe to eat. Action taken by the company Amy’s Kitchen is recalling the above product. Point of sale notices will be displayed in all retail stores that are selling this product. These notices explain to customers why the product is being recalled and tell them what to do if they have bought the product. Please see a copy of the packaging attached. Customer notice : Amy's Kitchen recalls Gluten Free Vegetable Lasagne Our advice to consumers If you have bought any of the above product do not eat it. Instead, return it to the store from where it was bought for a full refund. About product recalls and withdrawals If there is a problem with a food product that means it should not be sold, then it might be 'withdrawn' (taken off the shelves) or 'recalled' (when customers are asked to return the product). The FSA issues Product Withdrawal Information Notices and Product Recall Information Notices to let consumers and local authorities know about problems associated with food. In some cases, a 'Food Alert for Action' is issued. This provides local authorities with details of specific action to be taken on behalf of consumers. Ref : FSA-PRIN-18-2020 Subscribe to news and alerts Amy’s Kitchen is recalling Gluten Free Vegetable Lasagne because the packs may contain metal shavings. Product details Amy’s Kitchen Gluten Free Vegetable Lasagne (Frozen) Pack size 255g Batch code 30-K269 Best before November 2021 Risk statement The presence of metal makes this product unsafe to eat. Action taken by the company Amy’s Kitchen is recalling the above product. Point of sale notices will be displayed in all retail stores that are selling this product. These notices explain to customers why the product is being recalled and tell them what to do if they have bought the product. Please see a copy of the packaging attached. Customer notice : Amy's Kitchen recalls Gluten Free Vegetable Lasagne Our advice to consumers If you have bought any of the above product do not eat it. Instead, return it to the store from where it was bought for a full refund. About product recalls and withdrawals If there is a problem with a food product that means it should not be sold, then it might be 'withdrawn' (taken off the shelves) or 'recalled' (when customers are asked to return the product). The FSA issues Product Withdrawal Information Notices and Product Recall Information Notices to let consumers and local authorities know about problems associated with food. In some cases, a 'Food Alert for Action' is issued. This provides local authorities with details of specific action to be taken on behalf of consumers. Ref : FSA-PRIN-18-2020 Subscribe to news and alerts" 'Recall of Aagrah Tarka Handi Sauce due to Contamination with Glass Tweet Friday, 28 August 2020 Summary Category 2 : For Information Alert Notification : 2020.52 Product : Aagrah Tarka Handi Sauce; pack size : 270g Batch Code : 017702; best before : 01.06.2022 Country Of Origin : United Kingdom Message : Aagrah Foods Ltd. is recalling the above batch of Aagrah Tarka Handi Sauce due to contamination with glass. Point-of-sale recall notices will be displayed in stores supplied with the implicated batches. Recall of Aagrah Tarka Handi Sauce due to Contamination with Glass Tweet Friday, 28 August 2020 Summary Category 2 : For Information Alert Notification : 2020.52 Product : Aagrah Tarka Handi Sauce; pack size : 270g Batch Code : 017702; best before : 01.06.2022 Country Of Origin : United Kingdom Message : Aagrah Foods Ltd. is recalling the above batch of Aagrah Tarka Handi Sauce due to contamination with glass. Point-of-sale recall notices will be displayed in stores supplied with the implicated batches.'
1	"Caito Foods is voluntarily recalling fresh cut watermelon, honeydew melon, cantaloupe and fresh-cut mixed fruit containing one of these melons, produced at the Caito Foods facility in Indianapolis, because these products have the potential to be contaminated with Salmonella. Use or consumption of products contaminated with Salmonella may result in serious illness. It can also produce serious and sometimes fatal infections in young children, frail or elderly people and others with weakened immune systems. Healthy individuals infected with Salmonella can experience fever, diarrhea, nausea, vomiting and abdominal pain. In rare circumstances, infection with Salmonella can result in the organism getting into the bloodstream and producing more severe illnesses such as arterial infections (i.e., infected aneurysms), endocarditis and arthritis. Reports of illnesses linked to these products are under investigation, and Caito Foods is voluntarily recalling the products out of an abundance of caution. The company has been advised by the CDC that it has linked 58 illnesses to the strain of Salmonella under investigation. Caito Foods has ceased producing and distributing these products as the company and FDA continue their investigation. The products were packaged in clear, plastic clamshell containers and distributed in Georgia, Illinois, Indiana, Kentucky, Michigan, Missouri, North Carolina and Ohio. Because it is possible that products shipped between April 17 and June 7, 2018 could still be on store shelves, this recall extends to both retailers and consumers. The potential that these products are contaminated with Salmonella was discovered through analyzing reports made by state departments of public health. Caito Foods has ceased producing and distributing these products as the company and FDA continue their investigation. Consumers seeking information may call 844-467-7278 Monday through Friday, 6 a.m. to 10 p.m. CT and Saturday and Sunday, 6 a.m. to 6 p.m. CT. Retailers and wholesale customers should check their inventories and shelves to confirm that none of the products are present or available for purchase by consumers or in warehouse inventories. Please contact 844-467-7278 Monday through Friday, 6 a.m. to 10 p.m. CT and Saturday and Sunday, 6 a.m. to 6 p.m. CT to arrange for disposal or return of the product. This recall is being conducted with the knowledge of the U.S. Food and Drug Administration. The products listed below are included in this recall :
Customer	Product Description	Pack Weigh	UPC	Label Description/Brand	Best By/Use By Date Range
Caito Foods Distribution	CANTALOUPE SPEARS 6/16Z	16 oz.	81851301294	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	HONEYDEW SPEARS 6/16Z	16 oz.	81851301300	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	MELON MIX 6/10Z	10 oz.	81851301331	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT MIX 6/10Z	10 oz.	81851301348	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	HONEYDEW CHUNKS 6/10Z	10 oz.	81851301362	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	CANTALOUPE CHUNKS 6/10Z	10 oz.	81851301379	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	WATERMELON CHUNKS 6/9.5Z	9.5 oz.	81851301386	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT MIX 6/5Z	5 oz.	81851301393	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT BURST 4/20Z	20 oz.	81851301409	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT MIX 3/48Z	48 oz.	81851301416	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	MELON MIX 6/16Z	16 oz.	81851301430	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT MIX 6/16Z	16 oz.	81851301447	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT SNACK TRAY 3/32Z	32 oz.	81851301454	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT PARTY PLATTER 3/64Z	64 oz.	81851301461	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	MELON MIX SPEARS 6/16Z	16 oz.	81851301478	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT BOWL 6/64Z	64 oz.	81851301485	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	WATERMELON SPEAR 6/16Z	16 oz.	81851301591	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	WATERMELON SPEAR 4/28Z	28 oz.	81851301607	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	CANTALOUPE CHUNKS 1/80Z	80 oz.	81851301614	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	HONEYDEW CHUNKS 1/80Z	80 oz.	81851301621	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT MIX 1/5LB	80 oz.	81851302079	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	WATERMELON CHUNKS 1/5LB	80 oz.	81851302147	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	FRUIT BURST 6/10Z	10 oz.	81851302215	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	WATERMELON TRAY 1/5LB	80 oz.	81851302239	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Caito Foods Distribution	WATERMELON CHUNK 4/18Z	18 oz.	826766260317	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Costco	FRUIT BOWL 8/48Z	48 oz.	826766241125	Garden Highway Label	4/27/18 - 06/16/18
Gordon Food Service	WATERMELON CHUNKS 4/5Z	5 oz.	826766009800	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Gordon Food Service	CANTALOUPE CHUNKS 4/5Z	5 oz.	826766009817	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Gordon Food Service	MELON MIX 4/5Z	5 oz.	826766009886	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Gordon Food Service	FRUIT MIX 6/4.5Z	4.5 oz.	826766257676	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Gordon Food Service	WATERMELON CHUNK 4/10Z	10 oz.	826766260041	Clear Generic Label Distributed by Caito Foods	4/27/18 - 06/16/18
Kroger	WATERMELON QUARTER 6/36Z	36 oz.	826766139903	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	CANTALOUPE HALF 6/24Z	24 oz.	826766139927	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	WATERMELON SLICE 1/55Z	55 oz.	826766139941	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	WATERMELON CHUNK 1/5LB	80 oz.	826766896011	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	HONEYDEW CHUNKS 1/10Z	10 oz.	49022558632	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	MELON SPEAR TRIO 1/16Z	16 oz.	826766139590	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	MIXED SPEARS 1/16Z	16 oz.	826766139606	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	WATERMELON SPEAR 1/16Z	16 oz.	826766139620	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	FRUIT TRAY LRG W/DIP 1/63Z	63 oz.	826766145393	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	WATERMELON SPEAR 1/4LB	64 oz.	826766181704	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	FRU TRAY LG W/WATMLN 1/64.75Z	64.75 oz.	826766185498	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	SALAD FIESTA FRUIT 1/18Z	18 oz.	826766185641	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
Kroger	CANTALOUPE CHUNK 1/5LB	80 oz.	826766896578	Clear Generic Label Distributed by Renaissance Food Group	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT MIX 6/5Z	5 oz.	884853630610	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	CANTALOUPE CHUNKS 1/80Z	80 oz.	884853631266	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	WATERMELON SPEAR 4/28Z	28 oz.	884853630672	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	CANTALOUPE SPEARS 6/16Z	16 oz.	884853630856	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT BURST 6/10Z	10 oz.	884853630887	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	MELON MIX 6/10Z	10 oz.	884853630894	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT MIX 6/10Z	10 oz.	884853630900	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	HONEYDEW CHUNKS 6/10Z	10 oz.	884853630924	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	CANTALOUPE CHUNKS 6/10Z	10 oz.	884853630931	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	WATERMELON CHUNKS 6/9.5Z	9.5 oz.	884853630948	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT BURST 4/20Z	20 oz.	884853630955	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT MIX 3/48Z	48 oz.	884853630962	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	MELON MIX 6/16Z	16 oz.	884853630986	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT MIX 6/16Z	16 oz.	884853630993	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT TRAY 3/32Z	32 oz.	884853631006	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	FRUIT PARTY PLATTER 3/64Z	64 oz.	884853631013	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	WATERMELON SPEAR 6/16Z	16 oz.	884853631068	Open Acres	4/27/18 - 06/16/18
SpartanNash Distribution	HONEYDEW CHUNKS 1/80Z	80 oz.	884853631273	Open Acres	4/27/18 - 06/16/18
Sprouts	WATERMELON CHUNK 6/18Z	18 oz.	646670522406	Sprouts Farmers Market	4/27/18 - 06/16/18
Sprouts	MELON MIX CHUNK 6/20Z	20 oz.	646670522437	Sprouts Farmers Market	4/27/18 - 06/16/18
Sprouts	WATERMELON CHUNK 6/9.5Z	9.5 oz.	646670522444	Sprouts Farmers Market	4/27/18 - 06/16/18
Sprouts	FRUIT BURST 6/10Z	10 oz.	646670522482	Sprouts Farmers Market	4/27/18 - 06/16/18
Sprouts	FRUIT PARTY PLATTER 3/64Z	64 oz.	646670522499	Sprouts Farmers Market	4/27/18 - 06/16/18
Sprouts	WATERMELON SPEAR 6/16Z	16 oz.	826766893850	Sprouts Farmers Market	4/27/18 - 06/16/18
Trader Joes	CANTALOUPE SLICE Trader Joe's 12/16Z	16 oz.	00952668	Trader Joe's	4/27/18 - 06/16/18
Walgreens	MELON MIX 1/10Z	10 oz.	49022519114	Delish	4/27/18 - 06/16/18
Walgreens	WATERMELON CHUNK 1/5Z	5 oz.	49022519138	Delish	4/27/18 - 06/16/18
Walgreens	CANTALOUPE SNACK CUP WAG 1/5Z	5 oz.	49022519169	Delish	4/27/18 - 06/16/18
Walgreens	SEASONAL FRUIT SALAD 1/10Z	10 oz.	49022519183	Delish	4/27/18 - 06/16/18
Walgreens	TROPICAL MEDLEY 1/10Z	10 oz.	49022536999	Delish	4/27/18 - 06/16/18
Walgreens	MANGO PINE LOPE SPEAR WAG 1/5Z	5 oz.	49022537019	Delish	4/27/18 - 06/16/18
Walgreens	FRUIT BURST 1/10Z	10 oz.	49022558625	Delish	4/27/18 - 06/16/18
Walgreens	WATERMELON SPEAR 1/16Z	16 oz.	49022588219	Delish	4/27/18 - 06/16/18
Walgreens	CANTALOUPE SPEAR WAG 1/16Z	16 oz.	49022588240	Delish	4/27/18 - 06/16/18
Walgreens	FRUIT SALAD SEASONAL WAG 1/32Z	32 oz.	49022637764	Delish	4/27/18 - 06/16/18
Walgreens	FRUIT TRAY 1/22Z	22 oz.	49022683129	Delish	4/27/18 - 06/16/18
Walgreens	WATERMELON CHUNK 1/9.5Z	9.5 oz.	49022804586	Delish	4/27/18 - 06/16/18
Walgreens	FRUIT SPEAR ASSORTED 1/16Z	16 oz.	49022813823	Delish	4/27/18 - 06/16/18
Walgreens	CANTALOUPE CHUNK 1/10Z	10 oz.	49022822436	Delish	4/27/18 - 06/16/18
Walgreens	FRUIT MIX 1/10Z	10 oz.	49022822443	Delish	4/27/18 - 06/16/18
Walgreens	WATERMELON CHUNK 1/18Z	18 oz.	49022923331	Delish	4/27/18 - 06/16/18
Walmart	CANTALOUPE SPEAR 4/10Z	10 oz.	681131180146	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	CANTALOUPE SPEAR 4/16Z	16 oz.	681131180153	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	FRUIT TRAY 2/48Z	48 oz.	681131180207	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	FRUIT BOWL 2/40Z	40 oz.	681131180238	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	SEASONAL BLEND 4/10Z	10 oz.	681131180481	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	SEASONAL BLEND 4/16Z	16 oz.	681131180498	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	SEASONAL BLEND 2/32Z	32 oz.	681131180504	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	WATERMELON CHUNK 2/42Z	40 oz.	681131180658	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	WATERMELON SPEAR 4/16Z	16 oz.	681131180665	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	WATERMELON SPEAR 4/10Z	10 oz.	681131180672	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	WATERMELON SPEAR 2/32Z	32 oz.	681131180689	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	SEASONAL TRIO 2/32Z	32 oz.	681131180696	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	WATERMELON QUARTERS 4/44Z	47 oz.	681131221719	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	MELON BERRY MIX 4/10Z	13 oz.	826766254248	Freshness Guaranteed	4/27/18 - 06/16/18
Walmart	SALAD SEASONAL FRUIT 4/10Z	13 oz.	826766254262	Freshness Guaranteed	4/27/18 - 06/16/18
Whole Foods/Amazon	MELON COMBO	20 oz.	82676681120	Whole Foods Market Label	4/27/18 - 06/16/18
Whole Foods/Amazon	FRUIT TRAY SMALL	36 oz.	826766811274	Whole Foods Market Label	4/27/18 - 06/16/18
Whole Foods/Amazon	FRUIT SALAD SEASONAL	20 oz.	826766810987	Whole Foods Market Label	4/27/18 - 06/16/18
Whole Foods/Amazon	CANTALOUPE CHUNKS	10 oz.	826766811199	Whole Foods Market Label	4/27/18 - 06/16/18
Whole Foods/Amazon	WATERMELON CHUNKS	9.5 oz.	826766810956	Whole Foods Market Label	4/27/18 - 06/16/18
Whole Foods/Amazon	Watermelon Spears,	16 oz.	826766810970	Whole Foods Market Label	4/27/18 - 06/16/18
5	'Case Number : 023-96 Recall Notification Report : N Date Opened : 11/12/1996 Date Closed : 06/23/1997 Recall Class : 3 Press Release (Y/N) : N Domestic Est. Number : 01494 M Name : DAKOTA PORK INDUSTRIES Imported Product (Y/N) : N Foreign Estab. Number : N/A City : MITCHELL State : SD Country : USA Product : HAM Problem : MISBRANDED Description : MISBRANDED Total Pounds Recalled : 23,280 Pounds Recovered : 9,140' 'HiPP Recalls an Ineffective Batch of HiPP Anti-Reflux Formula Tweet Monday, 14 September 2020 Summary Category 2 : For Information Alert Notification : 2020.57 Product : HiPP Anti-Reflux Combiotic from birth; pack size : 800g Batch Code : 1554856, best-before date : 8th\xa0October 2021 Country Of Origin : Germany Message : HiPP UK Ltd is recalling the above batch of its Anti-Reflux formula because it does not thicken properly when reconstituted and is therefore ineffective at helping babies with reflux and regurgitation. Only packs made between 14.49 and 15.46 (production time is marked on the bottom of the packet, with the batch code) are affected. Point-of-sale recall notices will be displayed in the shops where the implicated batch was sold, which were the Boots chains of shops. HiPP Recalls an Ineffective Batch of HiPP Anti-Reflux Formula Tweet Monday, 14 September 2020 Summary Category 2 : For Information Alert Notification : 2020.57 Product : HiPP Anti-Reflux Combiotic from birth; pack size : 800g Batch Code : 1554856, best-before date : 8th\xa0October 2021 Country Of Origin : Germany Message : HiPP UK Ltd is recalling the above batch of its Anti-Reflux formula because it does not thicken properly when reconstituted and is therefore ineffective at helping babies with reflux and regurgitation. Only packs made between 14.49 and 15.46 (production time is marked on the bottom of the packet, with the batch code) are affected. Point-of-sale recall notices will be displayed in the shops where the implicated batch was sold, which were the Boots chains of shops.'
2	"Milegate Ltd is recalling a batch of Mystry Dried Pangash fish because of contamination with the chemical contaminants known as polycyclic aromatic hydrocarbons (PAHs). Exposure to the chemical PAHs can cause a risk to health and therefore legal limits are set to ensure that this does not happen. The contaminant levels in this product exceed those limits and the product is therefore being recalled as a precaution. Product : Dried Pangash fish Brand Name : Mystry ‘Best before : 21 July 2017 Seal no : B06735 Pack size : 400g Country of origin : Thailand No other batches of Mystry Dried Pangash are known to be affected. If you have bought the above products, do not eat it. Instead, follow the instructions set out in the company’s point-of-sale notice below. Millgate Ltd has recalled the above product. Point–of-sale notices will be displayed in all retail stores that are selling these products, explaining to customers why the products are being recalled and telling them what to do if they have bought the product. Please see the attached notice. If there is a problem with a food product that means it should not be sold, then it might be 'withdrawn' (taken off the shelves) or 'recalled' (when customers are asked to return the product). The FSA issues Product Withdrawal Information Notices and Product Recall Information Notices to let consumers and local authorities know about problems associated with food. In some cases, a 'Food Alert for Action' is issued. This provides local authorities with details of specific action to be taken on behalf of consumers. Get food alerts Subscribe to get alerts by email or SMS text Ref : 64-2016"
8	'PRA No. 2017/16325 Date published 6 Nov 2017 Product description Mini jelly cups containing konjac Assorted flavours What are the defects? The jelly cups contain konjac. Jelly cups containing konjac are permanently banned in Australia. What are the hazards? Potential choking hazard if swallowed whole. May lodge in the throat and restrict air supply. What should consumers do? Consumers should not eat this product and should return it to the place of purchase for a full refund. Supplier Formosa Trading Pty Ltd Traders who sold this product Asian and international grocery stores in Victoria Where the product was sold Victoria Dates available for sale 1 August 2016 - 8 September 2017 Recall advertisements and supporting documentation Jelly cups instore notice.pdf (78.53 KB) Responsible regulator Australian Competition and Consumer Commission is the responsible regulator for this recall. Product category Mini jelly cups containing konjac × XZL 495G Lactate Jelly-1 Close'

Evaluation

Metrics

Label	Accuracy
all	1.0

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("BenPhan/demo-sentence-bert1")
# Run inference
preds = model("In cooperation with the FDA Lehi Valley Trading Company of Mesa, Arizona is issuing a nationwide recall of 8,10 and 12.3 oz packages of Yogurt Raisins, because it may contain undeclared Peanut Allergen. People who have an allergy or severe sensitivity to Peanut Allergens run the risk of serious or life-threatening allergic reaction if they consume these products. Yogurt Raisins in question are To date, no illness, sickness, or symptoms have been reported from product coming to or from Lehi Valley Trading Company. The nationwide recall was initiated after it was discovered that equipment used to package this product may have come in contact with product containing Peanut Allergens. Consumers who have purchased 10 oz Snack-Worthy Yogurt Raisins with lot code 222268 are urged to return the product to the place of purchase for a full refund Please direct all concerns to our Customer Service Department at (480)-684-1430 Mon-Fri 8 : 00AM-5 : 00PM MST")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	74	469.9615	2217

Label	Training Sample Count
0	10
1	9
2	1
4	3
5	2
8	1

Training Hyperparameters

batch_size: (16, 16)
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
l2_weight: 0.01
seed: 42
eval_max_steps: -1
load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0154	1	0.2129	-
0.7692	50	0.0483	-

Framework Versions

Python: 3.11.11
SetFit: 1.1.1
Sentence Transformers: 3.3.1
Transformers: 4.48.0.dev0
PyTorch: 2.4.1+cu121
Datasets: 3.1.0
Tokenizers: 0.21.0

Citation

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}
}

BenPhan
/

demo-sentence-bert1