Model: iamkpi/modernbert-embed-base-legal-matryoshka-2
Author: iamkpi
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: and denies the plaintiff’s motion for sanctions.10 
II. 
LEGAL STANDARDS 
A. 
FOIA 
Congress enacted the FOIA, 5 U.S.C. § 552, “‘to pierce the veil of administrative secrecy 
and to open agency action to the light of public scrutiny.’”  Am. Civil Liberties Union v. U.S. 
Dep’t of Justice, 655 F.3d 1, 5 (D.C. Cir. 2011) (quoting Dep’t of the Air Force v. Rose, 425 U.S.
sentences: What is the full name referenced by 'Access to Justice'?, What is FOIA designed to do?, On what date was the In re Facebook, Inc. Section 220 Litig. case documented?, source_sentence: Counts Seven, Nine, and Ten in No. 11-445: February 6, 2010 FOIA  
            Requests to the CIA, State Department, and NSA 
On February 6, 2010, the plaintiff submitted three substantially identical FOIA 
requests—one to the CIA, one to the State Department, and one to the National Security Agency 
(“NSA”).  The request to the CIA sought “all current training handbooks, manuals, guidelines,
sentences: What is the second aspect of the FOIA that the CIA relies on to justify its Assignment of Rights Policy?, On what date were the FOIA requests submitted?, What type of JVs are mentioned to be affected by the evaluation criteria in solicitations?, source_sentence: correct,” he also requested additional information (bank statements and information from 
February 2018 to present) and there is no evidence that information has been provided. 
Galbally Dep. Tr. 145:10-24; 366:12-19; see Nguyen Dep. Tr. 37:11-20; 38:22-39:16.  
See generally Tanyous v. Happy Child World, Inc., 2008 WL 2780357, at *7 (Del. Ch.
sentences: ¿Para qué propósitos se menciona que se utilizan las imágenes?, What is the time range for the information that was requested?, What did the court conclude regarding Al-Hamim's claim?, source_sentence: its discretion, a reviewing court looks to the trial court’s “stated justification for refusing to 
modify” the order. Skolnick, 191 Ill. 2d at 226.  
¶ 35 
 
In the case at bar, the one-sentence April 25 order did not provide any reasons at all. The 
losing party drafted the order without any stated reasons, although a lack of stated reasons may
sentences: Who drafted the one-sentence order that lacked stated reasons?, Which pages of the cited document discuss the defendant's communications and their evidentiary value?, What have courts in this Circuit stressed regarding government justifications of withholdings?, source_sentence: the dispensary, where he went after he was shot.  
As a witness for the State, Detective Victor Liu of the Baltimore Police Department 
testified that, on September 3, 2021, he responded to a report of “a shooting incident in the 
3900 block of Falls Road.”  There, Detective Liu saw an SUV with bullet holes in the back
sentences: Is the Commission considered an agency under § 551(1)?, What did Detective Liu see at the scene of the shooting incident?, What does the CIA claim not to have in relation to processing the request?
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: 0.5208655332302936
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5873261205564142
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7001545595054096
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7650695517774343
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5208655332302936
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4956208140133951
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3913446676970634
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2330757341576507
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1928129829984544
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5011591962905718
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6438691396187531
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7570839773312725
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6492097185168102
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5806585952258282
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6256015195561253
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: 0.5316846986089645
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5765069551777434
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6738794435857806
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7557959814528593
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5316846986089645
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4992272024729521
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3829984544049459
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22952086553323028
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19371458011334367
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5009015971148892
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.625579598145286
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7465224111282844
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6441366208775967
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5822851500208527
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6231645370071971
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: 0.4853168469860896
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5363214837712519
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6306027820710973
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7156105100463679
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4853168469860896
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4559505409582689
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3517774343122102
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2132921174652241
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.17877382792375063
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4623905203503349
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5790829469345697
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6970633693972179
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5963351839315928
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5358044454257741
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5799003974993371
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: 0.4142194744976816
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.46831530139103555
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5502318392581144
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6476043276661515
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4142194744976816
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.39618753219989694
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.31159196290571867
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.19443585780525505
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.14953632148377125
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.39670273055126215
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5081143740340031
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6318907779495105
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5274588713773055
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4654761904761902
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5099364691275042
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: 0.29520865533230295
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3415765069551777
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4142194744976816
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.49304482225656876
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.29520865533230295
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2849046883049974
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.22905718701700156
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.14853168469860895
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.10806285419886655
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.28851107676455434
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.377640391550747
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.48248325605358056
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3937483391129871
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3395923799710507
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3850452502454157
name: Cosine Map@100
verified: no
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Created: 2025-08-02 21:21:59