Model: ritesh-07/modernbert-embed-base-legal-matryoshka-2
Author: ritesh-07
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:5822, 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:5822, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: (confidentiality), 4-5.4 (professional independence of the lawyer), 
and 4-5.5 (unauthorized practice of law). When retaining or 
directing a nonlawyer outside the firm, a lawyer should 
communicate directions appropriate under the circumstances to 
give reasonable assurance that the nonlawyer’s conduct is 
compatible with the professional obligations of the lawyer.
sentences: ¿Qué concluyó el TPI acerca del contrato entre las partes?, What rule number addresses the unauthorized practice of law?, What document did the plaintiff allegedly send to the defendant on April 6, 2023?, source_sentence: Except as provided in paragraphs (b) and (d), the appeal must be perfected within 30 
days from the entry of the interlocutory order by filing a notice of appeal ***. *** 
 
(b) Motion to Vacate. If an interlocutory order is entered on ex parte application, 
the party intending to take an appeal therefrom shall first present, on notice, a motion
sentences: ¿Cuál es el número del documento judicial mencionado en el extracto?, What is a requirement for a party intending to appeal an ex parte interlocutory order?, What does the Alliant II GWAC for IT services require the agency to evaluate?, source_sentence: who would then mail the video directly to the police. Id.  
Finally, in Reyes v. State, 257 Md. App. 596 (2023), the Appellate Court of 
Maryland held that a video taken by a man’s residential security camera was properly 
authenticated when he testified to the camera’s “general reliability” and other pertinent
sentences: Under which rule does the appellant assert jurisdiction?, What did the man testify to regarding the security camera in Reyes v. State?, What conclusion cannot be made by the Court about the CIA's search methods?, source_sentence: 1 (alleging refusals to provide estimated dates of completion on October 18, October 24, and 
November 3, 2012). 
The Court concludes that this proposed amended must be denied for undue delay.  See, 
e.g., Firestone, 76 F.3d at 1208.  As alleged in the plaintiff’s First Amended Complaint, the 
plaintiff first became aware of the alleged Non-Provision of Completion Date Policy in
sentences: What was the court's reason for denying the proposed amendment?, How does the court intend to address the issues regarding the CIA’s Exemption 3 withholding decisions?, Who submitted the first declaration?, source_sentence: Either way, the protégé firm’s project is subject to evaluation by the agency, and that project is 
assessed against the same evaluation criteria used to evaluate projects submitted by offerors 
generally.  As Plaintiffs’ counsel aptly stated during Oral Argument, the Solicitations’ terms offer 
“a distinction without a difference.”  Oral Arg. Tr. at 28:23–24.
sentences: What does the court reject?, What is subject to evaluation by the agency?, Where is the reference to the Appellate Court's opinion found?
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
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.5517774343122102
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5996908809891809
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6908809891808346
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7557959814528593
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5517774343122102
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5188047398248326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.39907264296754247
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23384853168469857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19951056156620295
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5135239567233385
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6388459556929418
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7458784131890778
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6552384058092013
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.598969603297269
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6390584877806069
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: 0.5332302936630603
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5734157650695518
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6615146831530139
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7465224111282844
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5332302936630603
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4992272024729521
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.38454404945904175
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2312210200927357
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1907521895929933
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.49149922720247297
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6137300360638845
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7350592478104071
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6383508606262611
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5797569981109392
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6198878359190206
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: 0.5162287480680062
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5486862442040186
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6306027820710973
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7017001545595054
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5162287480680062
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4811952601751674
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3675425038639877
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.21808346213292115
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18353941267387944
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4712776919113859
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5861669242658424
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6899793920659454
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6056043667170141
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5548097446088168
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5942340636200647
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: 0.42967542503863987
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4605873261205564
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5564142194744977
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6568778979907264
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.42967542503863987
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.40649149922720246
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.32210200927357036
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2017001545595054
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1491499227202473
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.393353941267388
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5097887686759403
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.634853168469861
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5347242820771732
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4756550379038785
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5205948927868919
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: 0.31530139103554866
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.34930448222565685
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.41731066460587324
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5131375579598145
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.31530139103554866
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3008758371973209
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.23956723338485317
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.157032457496136
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.11269963936115403
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.29520865533230295
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3794435857805255
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4929160226687274
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.40740874237250463
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.35583462132921173
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.39964199682487694
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 32
Created: 2025-07-18 08:54:14