Model: rjomega/modernbert-embed-base-legal-matryoshka-2
Author: rjomega
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: analyst is usually the only person to review documents for release, notwithstanding any requirement for approval 
from superiors.  It would presumably minimize the risk of error (and the risk of releasing classified information) by 
limiting the number of people who handle releasable information, yet the State Department appears to do just the 
opposite. 
154
sentences: ¿Qué puede hacer la persona afectada según la Ley en esta situación?, What is minimized by limiting the number of people who handle releasable information?, What is a 'cost build-up' used for?, source_sentence: Counts Two and Three in No. 11-445: February 9, 2010 FOIA Requests  
            to the CIA 
On February 4, 2010, the CIA informed the plaintiff that, with respect to his December 1, 
2009 FOIA request for FOIA processing notes related to previous FOIA requests, the CIA could 
not retrieve FOIA requests by an organization’s name, but only by a person’s name.  See Third
sentences: What kind of evidence is necessary for a reasonable juror to make a finding?, What are the counts mentioned in No. 11-445?, What case number is associated with Christopher Mooney v. State of Maryland?, source_sentence: by fee category—they do not speak to whether the CIA has chosen to create and retain the 
“database listings” that the plaintiff seeks.  As to this latter issue, the principles outlined above 
regarding the creation of records apply.  See supra Part III.D.2.  It is clear from the CIA’s 
declaration that the agency has not chosen to create and retain such database listings, see First
sentences: What does the State Department appear to do in contrast to minimizing the risk of error?, What has the CIA not chosen to create and retain?, Which exemptions are the agency allowed to use to justify withholding e-mail domain information?, source_sentence: functional test, too.  Id. at 89–90.  Still, the Court made clear that this functional test was “not 
relevant.”  Id. at 90.  So, just as in Energy Research, its application of the functional test was 
dicta.  And because this discussion relied on the dicta from Energy Research, this was dicta 
upon dicta. 
 
 The Government is thus imprecise when it asserts as the “law of the case” that the
sentences: What page is the functional test mentioned as 'not relevant'?, What issue did the court address regarding the containers?, ¿Qué acción tomó el Tribunal en relación a la Sentencia apelada?, source_sentence: filed.  See id.  In light of this factual predicate, the CIA does not explain how requiring NSC to 
file a new FOIA request would have resulted in no delay.  The CIA would have first needed to 
process the new request, and although “the legwork for the request ha[d] [already] been 
completed,” Fifth Lutz Decl. ¶ 12, the CIA would have admittedly had to assess NSC’s fee status
sentences: What do the solicitations include for WOSB or SDVOSB offerors?, What request would result in delay according to the CIA?, Where can the transcript reference be found that discusses the mentor-protégé joint venture competition issue?
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: 0.5239567233384853
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5625965996908809
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6584234930448223
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.714064914992272
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5239567233384853
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4966512107161258
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3765069551777434
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.21947449768160743
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1867594023699124
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.49175682637815554
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6076764554353425
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7035033487892838
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6186724486341089
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5670745320281636
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6086746756734278
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: 0.5378670788253478
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5734157650695518
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6584234930448223
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7094281298299846
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5378670788253478
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5064399793920659
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3808346213292117
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.21947449768160743
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1929417825862957
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5023183925811437
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6136012364760433
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7001545595054096
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.624574613953535
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5773570324574959
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6168194906017509
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: 0.49768160741885625
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5347758887171561
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6136012364760433
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6831530139103554
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.49768160741885625
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.47192168985059246
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3520865533230294
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.20989180834621332
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.17838742916022668
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.46741370427614626
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5656877897990726
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6685986604842865
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5871628516690742
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5376156129633715
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5791273821506409
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: 0.4265842349304482
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.45904173106646057
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5610510046367851
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6290571870170015
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4265842349304482
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.40133951571354964
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.31282843894899537
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.19149922720247295
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.15558990211231322
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3991499227202473
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5063111798042247
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6150180319422978
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5249930747654568
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4701914820539237
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5146933870708372
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: 0.3029366306027821
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3384853168469861
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4265842349304482
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.49149922720247297
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3029366306027821
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2874806800618238
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.23276661514683156
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.15162287480680064
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1117980422462648
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.2890262751159196
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3769963936115404
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.48248325605358056
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.39820626640115475
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3446039106008192
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3907312623519737
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 29
Created: 2025-07-01 04:24:52