Model: sid229/minivlm-sidd_embed-legal
Author: sid229
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, 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:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
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: sentence-transformers/all-MiniLM-L6-v2
widget: source_sentence: plaintiff states that the CIA “has a practice of assigning a cut-off date to every request of the date 
the acknowledgement letter is written.”  Id.  Neither of these contentions is sufficient to defeat 
summary judgment.  As to the first, and as noted above, “the agency’s failure to turn up a 
particular document, or mere speculation that as yet uncovered documents might exist, does not 
66
sentences: Under what conditions is a contracting officer not required to consider price as an evaluation factor?, What practice does the CIA allegedly have according to the plaintiff?, How did the D.C. Circuit interpret the phrase 'each authority of the Government'?, source_sentence: Unlike last time, it is now necessary to decide whether the Commission is an “agency” 
under § 701(b)(1)—as noted, the Court’s jurisdiction over EPIC’s APA claims turns on this.  The 
Government implicitly concedes that the Commission is an agency under § 701(b)(1), since it 
mistakenly reads the Court’s previous opinion as having held this.  See Defs.’ Mem. at 14, 16 
10
sentences: On what date did the plaintiff submit the second FOIA request to the CIA?, What is mistakenly read by the Government as having held the Commission to be an agency under § 701(b)(1)?, What court delivered the opinion mentioned in the case Sierra Club v. EPA?, source_sentence: Posteriormente, en armonía con el marco constitucional y 
doctrinario previamente reseñado, el 13 de julio de 2011, nuestra 
Legislatura aprobó, la Ley del Derecho sobre la Propia Imagen o Ley 
Núm. 139-201116.  Dicho precepto legal estatuye una causa de 
acción en daños y perjuicios debido al uso no autorizado de la 
imagen con fines comerciales o publicitarios. En lo que nos atañe,
sentences: With which party does the Court agree regarding the first argument?, ¿Qué establece el precepto legal mencionado en el texto?, What does item (6) mention as needing to be addressed?, source_sentence: The CIA devotes a substantial portion of its briefing and the majority of the Fifth Lutz 
Declaration to the contention that recognizing assignments would place an undue burden on the 
CIA’s FOIA administrators.  See Def.’s Second 443 Mem. at 7–10; Fifth Lutz Decl. ¶¶ 5–13.  In 
49 
 
this vein, the CIA enumerates several ways in which “[a]ssignment of FOIA rights would
sentences: Which declaration is cited regarding the contention that recognizing assignments would burden the CIA?, In all respects other than the adequacy of its search efforts on Count Twenty, what decision did the court make regarding the CIA?, What does the State Department assure regarding the material?, source_sentence: https://www.gsa.gov/policy-regulations/policy/acquisition-policy/acquisition-
policy-library-resources#ClassDeviations (last visited Feb. 23, 2023). 
16 
 
(3) The resultant contracts will feature individually competed task or 
delivery orders based on hourly rates; and 
(4) Cost or price shall be considered in conjunction with the issuance of any
sentences: Who is the target audience of the policy documents mentioned in the Vaughn index?, How will the resultant contracts feature the task or delivery orders?, What action did the CIA refuse to take regarding the plaintiff's FOIA 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 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.45440494590417313
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.49613601236476046
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5950540958268934
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6970633693972179
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.45440494590417313
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.437403400309119
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3406491499227202
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.21514683153013908
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1580370942812983
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.42542503863987635
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5377382792375064
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6768418341061307
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5706521253209004
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5062013934888738
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5513595877120989
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: 0.401854714064915
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4435857805255023
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5115919629057187
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6043276661514683
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.401854714064915
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.38588356517259137
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.29613601236476045
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.18330757341576506
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1391035548686244
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.37802679031427094
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.47346728490468826
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5843637300360639
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.49541058126810483
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4439194327911482
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.485795962787389
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 34
Created: 2025-06-07 20:52:51