Model: Amlan99/iaf_setfit_reclassification
Author: Amlan99
Pipeline: text-classification
Library: setfit
Tags: setfit, safetensors, bert, sentence-transformers, text-classification, generated_from_setfit_trainer, arxiv:2209.11055, base_model:BAAI/bge-small-en-v1.5, base_model:finetune:BAAI/bge-small-en-v1.5, model-index, region:us
Base models (finetune): id: BAAI/bge-small-en-v1.5
Card metadata: tags: setfit, sentence-transformers, text-classification, generated_from_setfit_trainer
widget:  Weather Report for December 2024 - North India Region
The Meteorological Wing at Pathankot Air Base has released the following weather report for the northern region of India for December 2024:
 Temperature Overview:
- Daytime temperatures will range between 5°C to 15°C in most areas.
- Night temperatures are expected to drop to -2°C to 5°C, with frost conditions likely in high-altitude regions.
 Precipitation Forecast:
- Light to moderate rainfall is expected in the foothills of Himachal Pradesh.
- Snowfall Alert: Heavy snowfall is likely in Ladakh and the upper reaches of Uttarakhand.
 Impact on Operations:
- Low visibility conditions in the morning due to fog in plains.
- Personnel involved in convoy movements are advised to follow cold weather protocols.
 Recommendations:
Ensure adequate stocks of winter supplies, including warm clothing and antifreeze solutions for vehicles. Updates will be provided weekly or as conditions change., helicopters carried personnel and equipment to remote sites where traditional rescue methods were not feasible.
The second phase of the drill tested medical emergency response. Field hospitals were set up to simulate the treatment of injured individuals, while IAF medical teams were dispatched via helicopters to deliver first aid kits and emergency medical supplies. Casualty evacuation operations were also carried out, with helicopters airlifting critically injured individuals to medical facilities.
The final phase of the drill involved logistical operations for the aerial delivery of relief supplies. Aircraft like the C-130 Hercules and IL-76 performed air drops of food rations, water bottles, tents, and blankets to the affected areas. The exercise highlighted the need for rapid deployment of resources and the importance of coordination between the Indian Air Force and NDRF.
 5. Community Involvement and Awareness
The drill also included a public awareness campaign, with IAF personnel giving briefings on the importance of disaster preparedness. A special session was held for students and community members, explaining the roles of different agencies in disaster management and educating the public on basic safety protocols during earthquakes.
The drill was open to local communities in Pune, where they were encouraged to participate in mock evacuation drills and familiarize themselves with emergency evacuation routes. Over 500 citizens took part in this exercise, gaining valuable insights into how to respond during an actual disaster.
 6. Media Coverage and Reporting
The event was extensively covered by the media, with both local and national outlets attending the drill to capture the scale and operations involved. Journalists were given access to the operation control room, where they could observe the real-time coordination of various agencies. The Indian Air Force and other agencies provided detailed reports on the outcomes of the drill, which will be analyzed to improve future response efforts.
 7. Challenges and Learnings
While the drill was largely successful, several areas for improvement were identified:
- Communication gaps: During the aerial supply drops, there were brief communication delays between the aircraft and ground teams. This led to minor delays in supply distribution, which will be addressed by improving communication systems.
- Infrastructure limitations: Some of the temporary shelters were found to be insufficient in size to accommodate the high number of evacuees. The need for larger and more mobile shelters was identified.
- Coordination between agencies: While the drill saw successful collaboration, future exercises will focus on further enhancing the coordination between air force and civilian emergency services to streamline the overall response.,  Training Manual on Vehicle Maintenance
The following document outlines procedures and technical specifications for maintaining military transport vehicles deployed in operational and non-operational zones.
 Overview:
- This manual provides guidelines for preventive maintenance, routine inspections, and troubleshooting.
- The instructions are applicable to BMP-2 armored personnel carriers and TATA light utility vehicles used across remote regions in Rajasthan and Sikkim.
 Key Topics:
 1. Inspection Protocols:
- Weekly checks for fuel injectors, transmission systems, and braking mechanisms.
- Criteria for identifying wear and tear in high-altitude deployment.
 2. Repair Guidelines:
- Steps to replace hydraulic components using standard-issue repair kits.
- Emergency repair protocols during field operations.
 3. Confidential Notes:
- These procedures are strictly for official use and are not to be shared with external parties. Unauthorized dissemination may lead to disciplinary action.
Fig- BMP-2 Armoured Infantry Vehicle
 Movement of Non-Operational Units
The following report records the logistical movements of non-operational units within Madhya Pradesh and Uttar Pradesh, unrelated to active combat zones.
 Details:
 1. Transportation Routes:
- Supplies from Gwalior Air Base to Lucknow Storage Depot via railway freight.
- Average travel time: 48 hours under standard conditions.
 2. Personnel Deployment:
- Transfer of 120 non-combatant personnel from Nagpur Logistics Hub to Kanpur Air Command., Additionally, meteorological updates for the Thar Desert were circulated to the Indian Army’s Desert Warfare School in Jodhpur, ensuring that troops have the latest information on temperature fluctuations, wind conditions, and sandstorm predictions that could affect training activities in the region.
 5. Encrypted Cipher Transmission for Logistical Operations
Routine encrypted communications were conducted between Indian Army Headquarters in New Delhi and the Air Force Command in Nagpur regarding the movement of supplies for upcoming field exercises in Gujarat. The cipher codes, though routine, were strictly monitored to ensure that all logistics data remained secure. These communications included:
|Cipher Code: FV9-PW1-QX|Refers to the relocation of ammunition crates from Mumbai to Gujarat, involving a fleet of military trucks. These shipments are critical for supporting training exercises and were classified as non-sensitive in nature.|
|---|---|
|Cipher Code: RW2-QY4-TL|Involves the transfer of communications equipment from Pune to Rajasthan, ensuring that field units remain in contact with command centers during simulated operations.|
|Cipher Code: ZF1-RG6-ML|Refers to the movement of fuel supplies for helicopters and non-combat vehicles used in Chandigarh during routine exercise planning.|
Though these communications are encrypted, the information remains non-sensitive as the contents are about routine supply transfers, which do not involve high-priority or classified assets.
 6. Equipment Distribution for Ongoing Exercises
Routine distribution of training and technical manuals for Sukhoi Su-30MKI fighter jets took place between Air Force Command in Bangalore and Chandigarh Air Base. The manuals contained updated procedures for aircraft operations and routine maintenance, ensuring the aircraft remain in optimal operational condition. Similar manuals for BrahMos Missile Systems were circulated to Naval Base Kochi to maintain system readiness for long-range surface-to-air engagements.
The documents also included revised operational protocols for using radar systems, with a special focus on techniques for evading electronic warfare tactics. These updates were part of ongoing training regimens and did not contain classified information related to any sensitive operations or technological advancements.
 7. Surveillance and Intelligence Reports
Routine surveillance operations by Indian Air Force UAVs have been conducted across the Ladakh region to track weather conditions and the geographical layout of the terrain. This is to support future mission planning and ensure that the terrain data is up-to-date. Additionally, aerial photographs of the Sikkim-Tibet border taken by IAF reconnaissance planes were analyzed for minor discrepancies in terrain mapping, contributing to the optimization of supply routes in remote regions.
A similar routine reconnaissance mission was conducted over Pondicherry by Naval Intelligence. The goal of this mission was to update nautical charts of nearby waters to aid in naval operations, particularly focusing on new ports and potential strategic locations for refueling stations. These photographs are crucial for the Indian Navy's future operational planning.,  Dissemination of Technical Training Materials
Updated technical training materials were issued for the maintenance of upgraded missile systems. The new manuals include guidelines for diagnosing software malfunctions and implementing hardware upgrades. Teams stationed at the Hyderabad depot completed an intensive workshop to familiarize themselves with these procedures.
To enhance accessibility, digital versions of the manuals were uploaded to the secure intranet portal. Maintenance staff have praised the comprehensive structure and clarity of the documentation, which has significantly streamlined troubleshooting processes.
 Lessons from Joint Military Exercises
Joint military exercises conducted near the Rann of Kutch yielded actionable insights into force coordination. These drills involved air and ground units practicing synchronized maneuvers to counter hypothetical infiltration scenarios.
Post-drill assessments highlighted the success of integrated command structures and the need for further refinement in communication protocols. Recommendations from these exercises are being incorporated into training modules, ensuring continuous improvement in operational efficiency.
metrics: accuracy
pipeline_tag: text-classification
library_name: setfit
inference: yes
base_model: BAAI/bge-small-en-v1.5
model-index: name: SetFit with BAAI/bge-small-en-v1.5
results: task: type: text-classification
name: Text Classification
dataset: name: Unknown
type: unknown
split: test
metrics: type: accuracy
value: 0.9897959183673469
name: Accuracy
verified: no
Likes: 0 | All-time downloads: 3
Created: 2025-03-24 10:36:30