Model: Sri1999/modernbert-embed-base-legal-matryoshka-2
Author: Sri1999
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, dense, 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, dense, generated_from_trainer, dataset_size:5822, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: the CIA’s policy violate the FOIA] on the merits in NSC’s favor.”).  To the contrary, the Court 
did not decide the merits of this claim in its prior decision.  Rather, in ruling on the CIA’s motion 
to dismiss Counts One and Two in No. 11-443, the Court simply made two holdings: (1) the 
plaintiff has standing to bring both claims; and (2) in both claims, the plaintiff stated claims upon
sentences: What did the CIA's information review officer use when classifying redactions?, How many claims were involved in the CIA's motion to dismiss?, What does the plaintiff submit in relation to Document 2?, source_sentence: may not force protégé firms to experience a heightened or more onerous burden than what offerors 
generally face.  See 13 C.F.R. § 125.8(e); see, e.g., SHS MJAR at 29 (“[T]he Agency is prohibited 
from holding protégés to the same or heightened evaluation requirement.”) (emphasis in original); 
VCH MJAR at 29 (same); Oral Arg. Tr. at 72:5–12 (Court: “[W]ould you agree that it would not
sentences: Which case is quoted that discusses the appropriateness of consulting dictionaries?, Which regulation specifies that protégé firms may not experience a more onerous burden?, How many paragraphs are dedicated to the second ground in the 'Argument' section?, source_sentence: was that the Board would hold formal meetings three times a year. JX 150.  If DR has 
corporate documents, such as bylaws, that fix the number and timing of Board meetings, 
those documents have not been made available to the Court. See JX 37, ¶ 2.21. 
Senetas Corporation, Ltd. v. DeepRadiology Corporation 
C.A. No.  2019-0170-PWG 
July 30, 2019 
 
14
sentences: How many declarations did the CIA submit?, What is the case number for this document?, ¿En qué sección del estatuto federal se especifican los derechos exclusivos gobernados por la ley?, source_sentence: conclusory fashion that the Commission’s status as a temporary organization “does not prevent 
the commissioners from being permanent part-time employees.”  Defs.’ Mem. at 21.  It focuses 
on the word “permanent” and tries to explain why the Commission’s members fit into that term 
even though they are employees of a temporary organization.  Id. at 21–22.  Its efforts are 
unavailing.
sentences: How does the text describe the effectiveness of the Defendants' efforts?, Who is required to proceed in the manner Congress intended?, What does the rule pertain to in terms of its requirements?, source_sentence: qualifications for mentors).  Importantly, firms need not individually qualify as small businesses 
to serve as mentors in the program.  See 13 C.F.R. § 125.9(b) (“Any concern that demonstrates a 
commitment and the ability to assist small business concerns may act as a mentor and receive 
benefits as set forth in this section.  This includes other than small businesses.”).  All mentor-
sentences: Where in the statutory language does the term 'build up' appear?, Do firms need to qualify as small businesses to serve as mentors in the program?, How many years later was the Sample case decision made after the Sublet case?
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: 0.5409582689335394
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5857805255023184
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6676970633693973
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7527047913446677
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5409582689335394
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5048943843379701
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.38454404945904175
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22689335394126742
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.20028335909325087
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5066975785677486
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6281555899021123
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7353168469860897
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6430902610883538
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5876751061063268
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6278669927674334
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: 0.5347758887171561
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5734157650695518
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6599690880989181
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7279752704791345
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5347758887171561
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4945904173106646
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3783616692426584
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2204018547140649
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1996393611540443
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4997424008243174
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6190108191653787
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7180577022153529
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6314769004704074
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5785898285125484
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6189549515252012
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: 0.500772797527048
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5579598145285936
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6445131375579598
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7047913446676971
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.500772797527048
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.47192168985059246
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3638330757341577
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2149922720247295
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18830499742400822
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.47990726429675423
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5929933024214322
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6960329726944874
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6073051005546154
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5501502661858148
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5937678106792611
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: 0.44049459041731065
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4853168469860896
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5811437403400309
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.652241112828439
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.44049459041731065
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.41009788768675937
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.32364760432766615
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.19629057187017002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.16602266872746005
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.41615146831530136
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5305255023183926
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.633693972179289
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5441159739587836
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4879903584308527
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5320142369275288
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: 0.3400309119010819
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3755795981452859
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.446676970633694
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5115919629057187
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3400309119010819
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31633178773827925
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.24605873261205563
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.15239567233384851
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1321483771251932
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3261205564142195
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4084234930448223
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.49858320453374555
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4247849741922888
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.37884374770000717
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4233763220207838
name: Cosine Map@100
verified: no
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Created: 2026-01-03 04:25:41