Model: bbmb/deep-learning-for-embedding-model-ssilwal-qpham6_army_doc
Author: bbmb
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:4820, 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: base_model: sentence-transformers/all-MiniLM-L6-v2
language: en
library_name: sentence-transformers
license: apache-2.0
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
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:4820, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: Defense 
11 January 2024 ATP 3-21.8 5-57
 Reaction to enemy fires (for example, artillery and/or aviation) and CBRN
attacks.
 Reports to higher, monitoring stockage levels, and cross leveling or resupply.
 CASEVAC and MEDEVAC procedures.
 Criteria to commitment the reserve.
Figure 5-13. Main battle area (platoon engagements), example 
FOLLOW THROUGH 
5-167. During the planning for the defensive operation, the platoon leader must discern 
from the company OPORD what the potential follow-on missions are and begin to plan
how to achieve them. During this planning , the leader determines the possible timeline
and location for defeat in detail , consolidate, reorganize, and transition which best
f
acilitates future operations and provides adequate protection.
sentences: What are some methods for distributing fires effectively in a platoon?, What should I consider when selecting battle positions for my unit?, What key factors are involved in planning for a defense scenario?, source_sentence: Chapter 6 
6-24 ATP 3-21.8 11 January 2024 
Figure 6-7. Movement to maneuver 
TERRAIN 
6-67. Platoon and squads enhance their own security during movement using covered
and concealed terrain ; the use of the appropriate movement formation and movement
technique; the actions taken to secure danger areas during crossing ; the enforcement of
noise, light, and emissions control (for example, thermal and electronic) discipline; and
us
e of proper individual camouflage techniques. When planning and preparing for
movement, leaders must consider how terrain affects security while simultaneously
considering METT-TC (I). Some missions may require the platoon or individual squad
to move on other than covered and concealed routes. While leaders may not be able t o
pr
event the unit ’s detection, they can ensure it moves on the battlefield in a time a nd
pl
ace for which the enemy is unprepared. Particularly when moving in the open, leaders
must avoid predictability and continue to use terrain to their advantage.
EXECUTION 
6-68. During execution, leaders enforce camouflage discipline (Soldiers and their
equipment). Leaders ensure the camouflage used by their Soldiers is appropriate to the
terrain and season. Platoon standard operating procedures ( SOPs) specify elements of
camouflage, noise and light discipline and emissions control; security halts; and actions
at security halts.
CAMOUFLAGE, NOISE, AND LIGHT DISCIPLINE AND EMISSIONS CONTROL 
6-69. The platoon is visible to enemy forces and target acquisition capabilities on every
spectrum, including visible light, sound, and across the electromagnetic spectrum. The
sentences: What is the process for preparing a machine gun range card?, How does terrain impact the security of a platoon during movement?, What’s the practical rate of fire for the M3 MAAWS?, source_sentence: Machine Gun Employment and Theory 
11 January 2024 ATP 3-21.8 C-35
SECURITY 
C-115. Security includes all command measures to protect against surprise ,
observation, and annoyance by the enemy. The gun team is responsible for its immediate 
local security, specifically provided by the assistant gunner and/or ammunition bearer
for close in local security to the gunner, who is fixated on deeper targets. Though the
principal unit security measures against ground forces include employment of
observation posts, security patrols, and detachments covering the front flanks and rear
of the unit’s most valuable weapons systems and vulnerable areas. The composition and
strength of these detachments depends on the size of the main body, its mission, and
na
ture of the opposition expected. The presence of machine guns with security
detachments augments their firepower to delay, attack, and defend, by virtue of inherent
firepower.
C-116. The potential of air and ground attacks on the unit demands every possible
precaution for maximum security while on the move. Where this situation exists , the
machine gun crew must be thoroughly trained in the hasty delivery of antiaircraft fire
and of counterfire against enemy ground forces. The distribution of the medium machine 
guns in the formation is critical. The medium machine gun crew is constantly on the
alert, particularly at halts , ready to deliver fire as soon as possible. If leaders expect a
halt to exceed a brief period , they carefully choose medium machine gun positions to
avoid unduly tiring the medium machine gun crew. If they expect the halt to extend for
a long period, they can have the medium machine gun crew take up positions in support
of the unit. The crew covers the direction from which they expect enemy activity as well
as the direction from which the unit came. Leaders select positions permitting the
delivery of fire in the most probable direction of enemy attack, such as valleys, draws,
ridges, and spurs. They choose positions offering obstructed fire from potential enemy
locations.
EMPLOYMENT OF FIRE AND MOVEMENT 
C-117. The employment of fire and movement is essential and greatly depends upon
the other during maneuver. Without the support of covering fires , maneuvering in the
presence of enemy fire can result in disastrous losses. Covering fires , especially
providing fire superiority, allow maneuvering in the offense. However , fire superiority
alone rarely wins battles. The primary objective of the offense is to advance , occupy,
and hold the enemy position.
Machine Gun as a Base of Fire 
C-118. Machine gun fire from a support by fire position must be the minimum possible
to keep the enemy from returning fire. Ammunition must be conserved so the guns do
not run out of ammunition.
C-119. The weapons squad leader positions and controls the fires of all medium
machine guns in the element. Machine gun targets include essential enemy weapons or
groups of enemy targets either on the objective or attempting to reinforce or
counterattack. In terms of engagement ranges, medium machine guns in the base-of-fire
sentences: How do observation posts aid in machine gun unit security?, Why would a unit choose to defend on a reverse slope rather than a forward slope?, What does the publication say about engagement area development for defense?, source_sentence: Chapter 7 
7-18 ATP 3-21.8 11 January 2024 
The PACE plan is a communication plan that exists for a specific mission or task, not a 
specific unit, as the plan considers both intra- and inter-unit sharing of information. The 
PACE plan designates the order in which an element will move through available 
communications systems until contact can be established with the desired distant 
element.  
CHALLENGE AND PASSWORD OUTSIDE OF FRIENDLY LINES 
7-61. The challenge and password from the signal operating instructions must not be
used when the patrol is outside friendly lines. The unit ’s tactical SOP should state the
procedure for establishing a patrol challenge and password as well as other combat
identification features and patrol markings. Two methods for establishing a challenge
and password are the odd number system and running password.
Odd Number System 
7-62. The leader specifies an odd number. The challenge can be any number less than
the specified number. The password will be the number that must be added to it to equal
the specified number, for example, the number is 9, the challenge is 4, and the password
is 5.
Running Password 
7-63. Signal operating instructions also may designate a running password. This code
word alerts a unit that friendly are approaching in a less than organized manner and
possibly under pressure. The number of friendly approaching follows the running
password. For example, if the running password is “eagle,” and seven friendl ies are
a
pproaching, they would say “eagle seven.”
LOCATIONS OF KEY LEADERS 
7-64. The patrol leader considers where best to locate throughout each phase of the
patrol, and where to locate the APL , and other essential leaders for each phase of the
patrol. The APL normally is with the following elements for each type of patrol:
 On a raid or ambush, the APL can be with the patrol leader on the objective
or control the support element from the support position.
 On an area reconnaissance, the APL can move with one of the area
reconnaissance elements or supervise security in the ORP.
 On a zone reconnaissance, the APL can move with one of the zone
reconnaissance elements or move with the reconnaissance element setting up
the linkup point.
ACTIONS ON CHANCE CONTACT 
7-65. The leader ’s plan must address actions on chance contact at each phase of the
patrol. (See paragraphs 2-48 to 2-52 for additional information on actions on contact.)
For the patrol’s mission the plan must address—
sentences: How does a platoon deal with obstacles during an assault?, What are some methods for setting up a challenge and password in the field?, What is the purpose of having one squad engage while others observe in an observed fire scenario?, source_sentence: Offense 
11 January 2024 ATP 3-21.8 4-61
light the target, making it easier to acquire effectively. Leaders and Soldiers 
use the infrared devices to identify enemy or friendly personnel and then 
engage targets using their aiming lights. 
4-172. Illuminating rounds fired to burn on the ground can mark objectives. This helps
the platoon orient on the objective but may adversely affect night vision devices.
4-173. Leaders plan but do not always use illumination during limited visibility
attacks. Battalion commanders normally control conventional illumination but ma y
a
uthorize the company commander to do so. If the commander decides to use
conventional illumination , the commander should not call for it until the assault is
initiated or the attack is detected. It should be placed on several locations over a wide
area to confuse the enemy as to the exact place of the attack. It should be placed beyond
the objective to help assaulting Soldiers see and fire at withdrawing or counterattacking
enemy Soldiers. Infrared illumination is a good capability to light the objective without
lighting it for enemy forces without night vision devices.  This advantage is degraded
when used against a peer threat with the same night vision capabilities.
4-174. The platoon leader , squad leaders , and vehicle commanders must know unit
tactical SOP and develop sound COAs to synchronize the employment of infrared
illumination devices , target designators , and aiming lights during their assault on the
objective. These include using luminous tape or chemical lights to mark personnel and
using weapons control restrictions.
4-175. The platoon leader may use the following techniques to increase control during
the assault:
 Use no flares, grenades, or obscuration on the objective.
 Use mortar or artillery rounds to orient attacking units.
 Use a base squad or fire team to pace and guide others.
 Reduce intervals between Soldiers and squads.
4-176. Like a daylight attack , indirect and direct fires are planned for a limited
visibility attack but are not executed unless the platoon is detected or is ready to assault.
Some weapons may fire before the attack and maintain a pattern to deceive the enemy
or to help cover noise ma de by the platoon ’s movement. This is not done if it will
disclose the attack.
4-177. Obscuration further reduces the enemy’s visibility, particularly if the enemy has
night vision devices. The FO fires obscuration rounds close to or on enemy positions ,
so it does not restrict friendly movement or hinder the reduction of obstacles. Employing 
obscuration on the objective during the assault may make it hard for assaulting Soldiers
to find enemy fighting positions. If enough thermal sights are available , obscuration on
the objective may provide a decisive advantage for a well-trained platoon.
Note. I f the enemy is equipped with night vision devices , leaders must evaluate 
the risk of using each technique and ensure the mission is not compromised by 
the enemy’s ability to detect infrared light sources.
sentences: Can obscurants be used to hamper enemy fire support? How?, How can leaders effectively provide command and control during defensive operations?, What are the advantages of using infrared illumination in assaults?
model-index: name: deep learning project 2
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 384
type: dim_384
metrics: type: cosine_accuracy@1
value: 0.0037313432835820895
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.013059701492537313
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.048507462686567165
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4496268656716418
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.0037313432835820895
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.00435323383084577
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.009701492537313432
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04496268656716418
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.0037313432835820895
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.013059701492537313
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.048507462686567165
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4496268656716418
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.15012636108139818
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.06590188936271034
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.08623119999483674
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: 0.0037313432835820895
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.011194029850746268
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.03731343283582089
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4458955223880597
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.0037313432835820895
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.003731343283582089
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.007462686567164179
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04458955223880597
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.0037313432835820895
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.011194029850746268
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.03731343283582089
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4458955223880597
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.14887734118005805
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.06525334636342103
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.08587360417470279
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: 0.0037313432835820895
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.009328358208955223
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.04664179104477612
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.43656716417910446
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.0037313432835820895
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0031094527363184077
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.009328358208955225
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.043656716417910454
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.0037313432835820895
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.009328358208955223
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.04664179104477612
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.43656716417910446
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.14645163034094227
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.06459073679222935
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.08473376158047675
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: 0.0018656716417910447
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.007462686567164179
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.04291044776119403
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4216417910447761
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.0018656716417910447
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0024875621890547263
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.008582089552238806
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04216417910447762
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.0018656716417910447
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.007462686567164179
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.04291044776119403
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4216417910447761
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.13895211086835252
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.05946680289031035
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.07896404458930699
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 103
Created: 2024-12-02 16:08:43