Instructions to use spybyscript/gliner25-base-litert with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LiteRT
How to use spybyscript/gliner25-base-litert with LiteRT:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- GLiNER2
How to use spybyscript/gliner25-base-litert with GLiNER2:
from gliner2 import AutoExtractor extractor = AutoExtractor.from_pretrained("spybyscript/gliner25-base-litert") # Extract entities text = "Apple CEO Tim Cook announced iPhone 15 in Cupertino yesterday." result = extractor.extract_entities(text, ["company", "person", "product", "location"]) print(result) - Notebooks
- Google Colab
- Kaggle
File size: 8,549 Bytes
ff95cf8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 | {
"about": "Parity corpus for LiteRT ports of GLiNER2 checkpoints: short general-domain texts with invented people and companies, and schema templates covering every call type gliner2 2.0.0 offers (entities with and without descriptions, relations, plain structures, choice fields, natural/latent/anchorless records, entity attributes, single- and multi-label classification, mixed schemas). Only agreement with the library is measured; there are no gold labels. Each text stays under 40 words so a call fits a 128-token bucket with its schema.",
"templates": {
"entities": {"entities": ["person", "organization", "location", "date"]},
"entities_described": {"entities": {"person": "a named individual", "product": "a named product, device or service", "money": "an amount of money"}},
"entities_single": {"entities": ["person", "organization"], "dtype": "str"},
"relations_work": {"relations": ["works_for", "founded", "located_in"]},
"relations_family": {"relations": {"parent_of": "the head is a parent of the tail", "married_to": "the two people are married"}},
"relations_event": {"relations": ["won", "held_in"]},
"structure_event": {"structures": [{"name": "event", "fields": [{"name": "name", "dtype": "str"}, {"name": "date", "dtype": "str"}, {"name": "place", "dtype": "str"}]}]},
"structure_order": {"structures": [{"name": "order", "fields": [{"name": "item", "dtype": "str"}, {"name": "category", "dtype": "str", "choices": ["electronics", "clothing", "furniture", "food"]}, {"name": "quantity", "dtype": "str"}]}]},
"record_natural": {"structures": [{"name": "employment", "mode": "natural", "anchor": "person", "fields": [{"name": "person", "dtype": "str"}, {"name": "company", "dtype": "str"}, {"name": "role", "dtype": "str"}]}]},
"record_latent": {"structures": [{"name": "employment", "mode": "latent", "fields": [{"name": "person", "dtype": "str"}, {"name": "company", "dtype": "str"}]}]},
"record_anchorless": {"structures": [{"name": "trip", "mode": "anchorless", "fields": [{"name": "traveler", "dtype": "str"}, {"name": "destination", "dtype": "str"}]}]},
"attributes": {"entities": ["person", "organization"], "attributes": {"role": {"labels": ["founder", "employee", "customer"]}}},
"classification_topic": {"classifications": [{"task": "topic", "labels": ["business", "family", "travel", "shopping", "science", "sports"]}]},
"classification_multi": {"classifications": [{"task": "tags", "labels": ["money", "people", "places", "dates", "products"], "multi_label": true}]},
"classification_described": {"classifications": [{"task": "tone", "labels": {"positive": "good news or praise", "negative": "bad news or complaints", "neutral": "plain facts"}}]},
"mixed": {"entities": ["person", "organization"], "relations": ["works_for"], "classifications": [{"task": "sentiment", "labels": ["positive", "negative", "neutral"]}]}
},
"groups": {
"business": {
"templates": ["entities", "entities_single", "relations_work", "record_natural", "record_latent", "attributes", "classification_topic", "mixed"],
"texts": [
"Nora Lindqvist founded Brightwell Labs in Oslo in 2019 and still runs it as chief executive.",
"Tomas Ferreira joined Halcyon Freight in March as head of logistics, moving from a rival in Lisbon.",
"Priya Raman works at Cobalt Analytics in Pune, where she leads a team of twelve engineers.",
"Marco Bellini and Ines Duarte started Verde Foods together; Marco handles sales while Ines manages the kitchen in Porto.",
"Westgate Mills hired Daniel Okafor as an accountant last week, and Sara Klein left the company after ten years.",
"Kwame Mensah is the founder of Sunline Solar, a startup based in Accra that installs rooftop panels.",
"After the merger, Lena Hoffmann became chief financial officer of Northpeak Group in Munich.",
"Ravi Shah, an engineer at Tidewater Systems, presented the new billing platform to customers in Boston on Tuesday."
]
},
"family": {
"templates": ["entities", "relations_family", "record_latent", "classification_topic", "classification_described"],
"texts": [
"Helen Ward married Peter Ward in 1998, and their daughter Emma was born two years later in Leeds.",
"Carlos Mendes is the father of Lucia and Mateo, who both moved to Madrid for university.",
"My grandmother Rosa raised four children on a farm near Cork before moving to Dublin.",
"Aiko Tanaka and her husband Kenji celebrated their anniversary in Kyoto with their son Haruto.",
"Fatima Diallo is the mother of twins, Amina and Yusuf, who turned nine on Sunday.",
"James Porter's sister, Claire, lives in Toronto with her partner Mark and their dog.",
"Olga Petrova married Ivan Sokolov last spring; Ivan's brother Dmitri was the best man.",
"The Nguyen family, Linh, Bao and their son Minh, spent the holidays with relatives in Hanoi."
]
},
"travel": {
"templates": ["entities", "relations_work", "record_anchorless", "structure_event", "classification_topic", "classification_multi"],
"texts": [
"Last July, Elena flew from Rome to Reykjavik and spent a week hiking near Vik.",
"Ben and Chloe drove from Denver to Santa Fe, stopping overnight in Taos on the way.",
"Our tour group arrived in Marrakech on Friday and leaves for Fez on Monday morning.",
"Hugo booked a train from Paris to Geneva for the conference on 14 May.",
"Mia visited her cousin in Cape Town and then took a ferry to Robben Island.",
"The museum in Bilbao reopened in April after a two-year renovation led by the city council.",
"Sam and Priya plan to backpack through Peru, starting in Cusco and ending in Lima.",
"Grace missed her connection in Frankfurt, so she reached Warsaw a day late."
]
},
"shopping": {
"templates": ["entities_described", "structure_order", "record_natural", "classification_multi", "classification_described", "attributes"],
"texts": [
"I ordered two oak chairs from Hearthwood for 180 dollars, but only one arrived.",
"Lucas bought a Zenith X2 laptop and a wireless mouse at Volt Electronics for 1,240 euros.",
"Please send three boxes of green tea and a ceramic teapot to the Seattle store.",
"The customer returned a wool coat to Northline Apparel and asked for a refund of 95 pounds.",
"Amara paid 12 dollars for a loaf of sourdough and a jar of honey at the Saturday market.",
"Our office ordered forty desk lamps from Brightspace, and the invoice came to 2,000 dollars.",
"Jonah's new Aurora headphones broke after a week, and the shop offered him a replacement.",
"Ten kilograms of rice and five bags of lentils were delivered to the community kitchen."
]
},
"science": {
"templates": ["entities", "entities_described", "relations_work", "structure_event", "classification_topic", "classification_described"],
"texts": [
"Dr. Yusuf Kaya and his team at the Halden Institute published a study on coral bleaching in June.",
"The Meridian telescope in Chile recorded a supernova on 3 February, according to astronomer Lucia Ortiz.",
"Researchers at Brookfield University tested a new battery that charges in six minutes.",
"Marta Silva, a biologist at the Lisbon Aquarium, tagged forty sea turtles last summer.",
"The probe Helios-4 entered orbit around Mars after a seven-month journey from Earth.",
"Engineers at Polaris Robotics in Seoul unveiled a robot that sorts recycling by material.",
"A trial run by Kestrel Health in Nairobi found the vaccine safe for children over five.",
"Professor Anil Mehta left Crestview College to lead the climate lab at Northgate University."
]
},
"sports": {
"templates": ["entities", "relations_event", "structure_event", "record_latent", "classification_topic", "mixed"],
"texts": [
"Sofia Marin won the Vienna Marathon in April, finishing ahead of last year's champion Ruth Abebe.",
"The Harbor City Hawks beat the Ridgeview Bears 3 to 1 in the final held in Glasgow.",
"Coach Andre Lopes signed a new contract with Atletico Verde until 2028.",
"Kenji Watanabe took gold in the 200 metres at the championships in Nagoya on Saturday.",
"The tennis open in Melbourne ended with Clara Weiss lifting her first trophy.",
"Liam O'Brien scored twice as Dunmore Rovers won the cup at their home ground.",
"The cycling race from Lyon to Annecy was won by Pieter de Vries after a late sprint.",
"Amira Haddad set a national record in the long jump at the meet in Doha."
]
}
}
}
|