Model: TharushiDinushika/modernbert-embed-base-legal-matryoshka-paralegal
Author: TharushiDinushika
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11787, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11787, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: How does tenancy succession occur by operation of law, and is joinder of other heirs necessary?
sentences: The plaintiff became the tenant of the premises by the operation of s. 36(2)(c)(i) of the Rent Act and it was not necessary for the plaintiff to have joined the other heirs of Palanivelu in the action., Held, that the Court had power, under section 669 of the Code, to issue the injunction, and that this was a proper case for the exercise of the power of the Court., It is improper to cross-examine a prisoner in regard to his failure to discloso his defence before trial, in the course of the statutory statement mado by him under section 160 of the Criminal Procedure Code., source_sentence: To be liable under the Penal Code for a criminal act done by several persons, what is the sharing that must be evidenced?
sentences: if a case is added to the calendar at a stage when there is not enough time to summon the witnesses, there is “ good cause shown to the contrary within the meaning of the Section."", "Held", The English Law of estoppel by deed does not apply to Ceylon., source_sentence: Under what circumstances a partition suit is not maintainable?
sentences: Where, in a prosecution under the Forest Ordinance, the accused is acquitted, any timber seized in the possession of the accused cannot be. ordered to be delivered to the complainant., Carrying in a Jorry a spare tyre which is worn down to such an extent as to expose a part of its outermost canvas constitutes a breach of Regulations 2 (2) and 3 of the Motor Traffic (Use of Vehicles) Regulations, 1951., Where the two co-owners of & land divided it into two portions and one of them exclusively possessed and dealt with the northern, and the other with the southern portion, and after such possession for over ten years one of them instituted a partition suit against the other to partition the land—each Held, that the partition suit was not maintainable, there being possession common between the two and co-owners, party having acquired a prescriptive title to a divided portion., source_sentence: What must the prosecution prove to establish criminal negligence?
sentences: In order to establish criminal liability the facts must be such that the negligence of the accused goes beyond a mere matter of compensation and shows such a disregard for the life and safety of others as to amount to a crime against the state and conduct deserving punishment., An application for a writ of quo warranto lies to set aside an election to a village committee on the ground that the respondent who was elected was not qualified for election as a member., Held further, (i) that an affidavit supplementing the reasons already appearing on the order should not be entertained., source_sentence: Under what circumstances can an agreement be considered unlawful if it does not expressly contemplate a breach?
sentences: Where an agreement does not expressly contemplate the commission of a breach of any statutory provision, it can be held to be unlawful only if its per- formance would necessarily involve such a breach or if extrinsic evidence indi- cates the intention or the need to commit such a breach., Proceedings under Ordinance No. 12 of 1840 are civil in their nature. An appeal lies from an order made under section 1 of the Ordinance. The appeal should be prosecuted in accordance with the provisions of the Civil Procedure Code., it was held by a full Bench that once the Judge has elected to take the statement of a person as evidence, he has no option but to administer either an oath or affirmation to such person as the case may require, and that the omission contemplated in section 9 is an acci- dental omission.
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: ModernBERT Embed base Legal Matryoshka Paralegal
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.6389312977099236
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.783206106870229
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.815267175572519
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8641221374045801
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6389312977099236
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26106870229007634
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1630534351145038
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.086412213740458
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6389312977099236
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.783206106870229
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.815267175572519
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8641221374045801
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.75377866476066
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7183390888161886
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7232757766400406
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.6335877862595419
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7809160305343511
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8145038167938932
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8656488549618321
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6335877862595419
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2603053435114504
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16290076335877862
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0865648854961832
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6335877862595419
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7809160305343511
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8145038167938932
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8656488549618321
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7505059703728244
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7136208045559196
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.718029928016951
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.616793893129771
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7587786259541984
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7992366412213741
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8534351145038168
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.616793893129771
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2529262086513995
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1598473282442748
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08534351145038167
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.616793893129771
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7587786259541984
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7992366412213741
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8534351145038168
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7353422134672752
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6976681206833885
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7025778526143165
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.5946564885496183
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7358778625954199
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7862595419847328
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8351145038167939
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5946564885496183
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.24529262086513992
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15725190839694655
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08351145038167937
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5946564885496183
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7358778625954199
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7862595419847328
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8351145038167939
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7146191112422997
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6760593117654191
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6805444824788295
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.5244274809160305
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.667175572519084
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.716793893129771
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7717557251908397
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5244274809160305
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2223918575063613
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14335877862595417
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07717557251908397
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5244274809160305
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.667175572519084
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.716793893129771
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7717557251908397
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6471123438200435
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6074224524415367
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6128210360395342
name: Cosine Map@100
verified: no
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Created: 2025-05-15 15:27:34