Model: adamNLP/modernbert-embed-base-legal-matryoshka-2
Author: adamNLP
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: since even multiple requests for the same information are liable to raise distinct and separate 
issues in their administrative appeals.21  The CIA nevertheless concludes—ignoring the 
procedural posture of the specific request at issue in this case—that “if plaintiff were to request 
the same information, his request would be joined with the existing request and the Agency
sentences: What does recognizing assignments of FOIA request rights result in?, What is the Agency expected to do if the plaintiff requests the same information?, On what date did the Court identify deficiencies in the plaintiff's First Amended Complaint?, source_sentence: Id. at 1–2.  The CIA eventually agreed to process the fourth option, but after the plaintiff refused 
                                                 
26 Additionally, requiring agencies to respond to FOIA requests like this would open them up to a whole new 
category of legal challenges regarding the adequacy of their search efforts.  For example, a requester could later
sentences: What is the case number for the second Notice of Related Case?, What was the plaintiff's response to the CIA's agreement to process the option?, What does the critique of excluding mentor-protégé JVs focus on regarding the impact on protégés?, source_sentence: section of its opinion that “[t]he plaintiff in these related actions is a not-for-profit organization.”  
Id. at 242.  The CIA appears to conclude that NSC is a for-profit entity based on the fact that “its 
website appears to solicit paying customers.”  Def.’s Reply in Supp. Mot. Summ. J. on Counts 
One & Two (“Def.’s Second 443 Reply”) at 7 n.2, No. 11-443, ECF No. 64.  The mere earning
sentences: Which department is responsible for the document mentioned in the case?, What does the CIA conclude about NSC's entity status?, To what does the attorney-client privilege apply in the context of this document?, source_sentence: 2631.  Each submitted Emerging Technology Relevant Experience Project contributes 1,000 points 
to an offeror’s overall score.  AR at 1117, 2157, 2648.  Offerors may also earn up to an additional 
1,000 points if the submitted Emerging Technology Relevant Experience Projects demonstrate 
breadth of experience in emerging technologies.  AR at 1117, 2157, 2648.  Thus, Emerging 
13
sentences: How many points does each submitted Emerging Technology Relevant Experience Project contribute to an offeror’s overall score?, What does the State Department appear to do in contrast to minimizing the risk of error?, What did Senetas publicly announce regarding its investment in DR?, source_sentence: Oglesby, 920 F.2d at 68 (“There is no requirement that an agency search every record system.”); 
Marks v. U.S. Dep’t of Justice, 578 F.2d 261, 263 (9th Cir. 1978) (holding that “the FOIA does 
not mandate that [an agency] comply” with a request that would require “an all-encompassing 
search of the records of every field office”).  Therefore, the Court will grant summary judgment
sentences: ¿Qué no pudo persuadir la parte apelante al tribunal?, What case is cited to state there is no requirement for an agency to search every record system?, What does the Court find significant about the lack of an exemption?
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: 0.5703245749613601
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.615146831530139
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6924265842349304
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7573415765069552
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5703245749613601
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.538382277176713
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.4080370942812983
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23678516228748067
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.20285935085007728
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5292375064399794
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6488923235445647
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7481968057702216
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6653422717732033
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6130670248521866
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6524405545092588
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: 0.5425038639876353
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5919629057187017
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6676970633693973
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7418856259659969
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5425038639876353
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5167439464193714
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3947449768160742
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2302936630602782
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.190236991241628
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5043791859866048
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.624806800618238
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7284904688304997
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6408950003054564
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5875364932165547
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6290085119603066
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: 0.5208655332302936
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5610510046367851
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6383307573415765
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.714064914992272
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5208655332302936
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.49510561566202993
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3795981452859351
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22364760432766614
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18019062339000516
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.47977846470891294
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5976300875837197
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.702344152498712
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6155785823046936
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5629866784426285
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6040624587913399
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: 0.46831530139103555
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5162287480680062
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5842349304482226
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6630602782071098
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.46831530139103555
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.45028335909325085
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3462132921174652
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.20803709428129832
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1624162802679031
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4366306027820711
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5453374549201442
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6521123132405976
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5656827459702458
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.512199160962685
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5527960414944821
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: 0.3601236476043277
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.3941267387944359
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.46213292117465227
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.527047913446677
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3601236476043277
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3462132921174652
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2723338485316847
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.16398763523956722
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.12364760432766615
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3330757341576507
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.42825862957238536
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5126223596084492
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4406867615725518
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.39709280930300994
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.43674467826904173
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 45
Created: 2025-04-07 21:27:51