Model: prabigyap/bge_model_fine_tuned_law
Author: prabigyap
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, tensorboard, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:843, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:843, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: (1) No person shall make attempt to commit an offence. Even if it is impossible for an offence to be committed for which attempt is made, attempt shall be considered to have been committed. Except as otherwise provided elsewhere in this Act, a person who attempts, or causes attempt, to commit an offence shall be punished with one half of the punishment specified for such offence. .
sentences: How is the punishment for an attempt determined?, What are the different types of guarantees?, What are the specific types of crimes that are considered 'strict liability'?, source_sentence: : (1) No person shall commit, or cause to be committed, cheating. (2) For the purposes of sub-section (1), a person who dishonestly causes any kind of loss, damage or injury to another person whom he or she makes believe in some matter or to any other person or obtains any benefit for him or her or any one else by omitting to do as per such belief or by inducement, fraudulent, dishonest or otherwise deceptive act or preventing such other person from doing any act shall be considered to commit cheating.
sentences: How is 'fraudulent concealment' defined?, What are the terms and restrictions that must be followed when producing explosives under a license?, What is the process for determining the appropriate penalty for a cheating offense?, source_sentence: (1) No person shall restraint or otherwise obstruct or hinder a person who, upon knowing that an offence has been committed or is about to be committed, intends to give information or notice about such offence to the police or competent authority. imprisonment for a term not exceeding two years or a fine not exceeding twenty thousand rupees or both the sentences.
sentences: What actions constitute 'restraint, obstruction, or hindrance'?, What are the consequences of engaging in such conduct?, What are the different categories of victims, and how do the penalties vary based on their age?, source_sentence: This law prohibits the creation, use, possession, or sale of inaccurate weighing, measuring, or quality-standard instruments.  It also prohibits tampering with seals or marks on these instruments, or manipulating their accuracy.  Violations carry a penalty of up to three years imprisonment and a fine.  Instruments and tools used in the offense are subject to forfeiture.
sentences: What are the penalties for using banned currency?, What is the time frame for reporting an offense under this law?, When does this law come into effect?, source_sentence: This section lists factors that decrease the seriousness of a crime.  These include age (under 18 or over 75), lack of intent, provocation by the victim, retaliation for a serious offense, confession and remorse, surrender to authorities, compensation to the victim, diminished capacity, insignificant harm, assistance in the judicial process, confession with a promise of no future crime, and crimes committed under duress.
sentences: What constitutes "lack of intent" in this context?, What is the difference between an attempt and the actual commission of a crime?, What are the exceptions to the prohibition on property transactions in marriage?
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: BGE base Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.13744075829383887
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4312796208530806
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5450236966824644
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6445497630331753
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.13744075829383887
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.14375987361769352
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10900473933649289
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06445497630331752
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.13744075829383887
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4312796208530806
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5450236966824644
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6445497630331753
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.38906851558265765
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3073817046565864
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.31738583597003633
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2025-01-04 15:07:47