Model: disi-unibo-nlp/foodex-facet-descriptors-retriever
Author: disi-unibo-nlp
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1225740, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-m3, base_model:finetune:BAAI/bge-m3, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-m3
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1225740, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-m3
widget: source_sentence: yoghurt cow chocolate chip sugar reduced half skimmed in plastic container commercial supermarket shop organic shop 
 This facet allows recording the place where the food was prepared for consumption. Only one descriptor from this facet can be added to each entry.
sentences: Product obtained during the processing of screened, dehusked barley into pearl barley, semolina or flour. It consists principally of particles of endosperm with fine fragments of the outer skins and some grain screenings., Produced by industry in the form it arrives to the final consumer, Tree nuts from the plant classified under the species Corylus avellana L., commonly known as Hazelnuts or Cobnuts or Common hazelnut. The part consumed/analysed is not specified. When relevant, information on the part consumed/analysed has to be reported with additional facet descriptors. In case of data collections related to legislations, the default part consumed/analysed is the one defined in the applicable legislation., source_sentence: sauce cold liquid preservation method onion mint croutons sweet pepper prepared at a restaurant 
 This facet collects ingredients and/or flavour note. Regarding ingredients this facet serves the purpose of providing information on ingredients of a composite food being important from some point of view, like allergic reactions, hazards, but also aspect, taste. The descriptors for this facet are taken from a selected subset of the main list (actually a relevant part of the food list). More (none contradicting) descriptors can be applied to each entry.
sentences: Spices from the fruits of the plant classified under the species Piper cubeba L. f., commonly known as Cubeb fruit or Tailed pepper. The part consumed/analysed is not specified. When relevant, information on the part consumed/analysed has to be reported with additional facet descriptors. In case of data collections related to legislations, the default part consumed/analysed is the one defined in the applicable legislation., Tree nuts from the plant classified under the genus Juglans L. spp., commonly known as Walnuts or Walnut Black or Walnut English or Walnut Persian. The part consumed/analysed is not specified. When relevant, information on the part consumed/analysed has to be reported with additional facet descriptors. In case of data collections related to legislations, the default part consumed/analysed is the one defined in the applicable legislation., Fruiting vegetables from the plant classified under the species Capsicum annuum var. grossum (L.) Sendtner or Capsicum annuum var. longum Bailey, commonly known as Sweet peppers or Bell peppers or Paprika or PeppersLong or Pimento or Pimiento. The part consumed/analysed is not specified. When relevant, information on the part consumed/analysed has to be reported with additional facet descriptors. In case of data collections related to legislations, the default part consumed/analysed is the one defined in the applicable legislation., source_sentence: yoghurt with fruits cow passion fruit sweetened with sugar sucrose fat content in plastic container commercial supermarket shop organic shop 
 This facet provides some principal claims related to important nutrients-ingredients, like fat, sugar etc. It is not intended to include health claims or similar. The present guidance provides a limited list, to be eventually improved during the evolution of the system. More than one descriptor can be applied to each entry, provided they are not contradicting each other.
sentences: Product where all or part of the sugar has been added during processing and is not naturally contained, Infusion materials from flowers of the plant classified under the genus Rosa L. spp., commonly known as Rose infusion flowers. The part consumed/analysed is not specified. When relevant, information on the part consumed/analysed has to be reported with additional facet descriptors. In case of data collections related to legislations, the default part consumed/analysed is the one defined in the applicable legislation., Molecules providing intensive sweet sensation, used to substitute natural sugars in food formulas, source_sentence: pepper sweet green facets desc physical state form as quantified grated cooking method stir fried sauted preservation method fresh 
 This facet describes the form (physical aspect) of the food as reported by the consumer (as estimated during interview or as registered in the diary) (Consumption Data) or as expressed in the analysis results in the laboratory (Occurrence Data). Only one descriptor from this facet can be added to each entry, apart from the specification “with solid particles”. This facet should only be used in case of raw foods and ingredients (not for composite foods).
sentences: Unprocessed and not stored over any long period, Paste coarsely divided, where particles are still recognisable at naked eye, The food item is considered in its form with skin, source_sentence: tome des bauges raw milk aoc in plastic container brand product name 
 This facet allows recording whether the food list code was chosen because of lack of information on the food item or because the proper entry in the food list was missing. Only one descriptor from this facet can be added to each entry.
sentences: The food list item has been chosen because none of the more detailed items corresponded to the available information. Please consider the eventual addition of a new term in the list, The food item has a fat content which, when rounded with the standard rules of rounding, equals 25 % (weight/weight), Deprecated term that must NOT be used for any purpose. Its original scopenote was: The group includes any type of Other fruiting vegetables (exposure). The part consumed/analysed is by default unspecified. When relevant, information on the part consumed/analysed has to be reported with additional facet descriptors.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: SentenceTransformer based on BAAI/bge-m3
results: task: type: device-aware-information-retrieval
name: Device Aware Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.9849655460430152
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9989559406974317
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9997911881394863
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9849655460430152
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.41713649335282244
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.25370641052411774
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.12752140321570266
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8690666019440294
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.993924343214383
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.998536283094646
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9999462151268373
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9936056206465634
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9919155008004455
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9909164791232326
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 2
Created: 2025-03-18 15:54:37