Model: amritzeon/setfit_modernbert_finetunednew
Author: amritzeon
Pipeline: text-classification
Library: setfit
Tags: setfit, safetensors, modernbert, sentence-transformers, text-classification, generated_from_setfit_trainer, arxiv:2209.11055, base_model:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, model-index, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
Card metadata: tags: setfit, sentence-transformers, text-classification, generated_from_setfit_trainer
widget: Technology is also playing a pivotal role. GPS-enabled waste collection vehicles, mobile apps for 
citizen grievances, and RFID-tagged bins are improving efficiency and accountability. In Surat, 
real-time dashboards track the status of each waste collection route, helping civic staff respond to 
missed pickups within hours. Mobile apps like âSwachhta Sarathiâ allow citizens to schedule bulk 
waste pickups or report overflowing bins. 
Segregation remains a cornerstone of effective waste management. Behavior change campaigns 
involving school children, resident welfare associations, and self-help groups have helped increase 
awareness. In Indore and Ambikapur, waste warriors â mostly women â conduct daily household 
visits, offering feedback on segregation and distributing color-coded bins. These cities now boast 
95%+ compliance in source segregation. 
Partnerships with the informal sector have also evolved. Waste pickers, who once operated without 
safety or recognition, are being integrated into formal systems. Municipalities in Pune and Nagpur 
have signed MoUs with waste picker cooperatives, offering ID cards, training, and inclusion in 
pension and insurance schemes. This approach not only improves livelihoods but ensures better 
material recovery rates. 
Plastic waste, a growing concern, is being addressed through extended producer responsibility 
(EPR) frameworks and plastic reuse innovations. Startups in Bhubaneswar and Vadodara are 
turning low-value plastic into construction material, such as plastic paver blocks and tiles. In 
Udaipur, a plastic buy-back initiative pays citizens â¹5/kg for clean, dry plastic, promoting better 
household-level segregation. 
Biomedical and hazardous waste management has improved through tighter regulations and 
monitoring. Cities with medical colleges and large hospitals now operate dedicated biomedical 
waste treatment facilities. In Varanasi, over 400 hospitals and clinics are geo-tagged and monitored 
for waste disposal compliance, reducing risks of infection and illegal dumping. 
Community engagement continues to drive innovation. In Ranchi, school âgreen brigadesâ conduct 
weekly clean-up drives and environmental education sessions. In Davanagere, a âZero Waste Wardâ 
model incentivizes citizens through tax rebates and public recognition for sustained segregation and 
composting practices. These grassroots efforts build a sense of ownership and civic responsibility. 
Public-private partnerships are gaining traction. Many cities now engage private agencies for 
operation and maintenance of waste processing units, often under performance-based contracts. 
These partnerships bring technical expertise and efficiency, though transparency in procurement and 
monitoring remains crucial. 
Looking ahead, the emphasis is shifting toward circular economy principles. Instead of just 
disposal, cities are exploring how waste can become a resource. Compost, recyclables, bio-CNG, 
and refuse-derived fuel (RDF) are being extracted from waste streams. Smart cities like Surat and 
Bhopal are investing in waste-to-energy projects, aiming to reduce landfill dependency and generate 
clean energy. 
Capacity building of municipal staff is essential for sustainability. Training modules on waste 
auditing, decentralized processing, and public engagement are being rolled out through the National 
Urban Learning Platform. Cities are also setting up âSolid Waste Management Cellsâ within 
municipal corporations to ensure focused, expert-led implementation. 
 
, Routine Operational and Supply Update â Eastern Zone Sector 
Date: 25-09-2017 
Location: Forward Supply Base Delta-6, Eastern Command Theater 
Summary: 
This document serves as a consolidated update on routine operations, supply chain integrity, 
personnel morale, and minor disciplinary matters across sub-sector E1-E4 of the Eastern Theater. 
While it does not contain high-level intelligence, the details herein are to remain restricted to 
authorized personnel due to potential administrative sensitivities. 
Personnel & Discipline Update: 
â¢ Three cases of late check-ins at FOB Lambda were reported. Following standard protocol, 
the personnel were reprimanded and assigned additional perimeter watch shifts. 
â¢ One junior officer from the logistics crew at Base Echo-7 has been reassigned after an 
internal inquiry concluded misuse of priority requisition tags for personal gain. A follow-up 
review is being conducted. 
â¢ Morale surveys conducted at four key outposts indicate a minor dip in satisfaction ratings 
(avg. 76.4%) due to extended deployment without rotation. Recommendations for 2-week 
staggered rest cycles have been submitted to Command for approval. 
Meteorological Observations: 
Weather across Sector E remains stable, with isolated reports of electrical storms over Grid Point 
E17. The Meteorological Unit has issued advisories for supply convoys to reroute via E2-Highland 
bypass during storm activity. 
Notably, data from weather drones confirm a temperature anomaly over Ridge Valley â a +3.7Â°C 
sustained temperature increase over three consecutive nights. Though not presently a tactical 
concern, the anomaly is being monitored for environmental impact. 
Supply Chain & Resource Allocation: 
Routine inspection of stockpiles at Base Delta-6, Gamma-2, and Omega Outpost revealed: 
â¢ Rations and medical supplies sufficient for 34 days. 
â¢ Ammunition resupply is 94% complete; minor delay in delivery of Class C explosives due 
to transportation backlog at the central depot. 
â¢ Water purification units operating at full capacity, with minor repairs completed on two 
filtration units at Base Gamma-2. 
A new consignment of field repair kits and reinforced body armor (Batch T9-B) is en route and 
expected within 72 hours. 
 
 
 
, Field Surveillance System Technical Manual Review and Deployment 
Brief 
In light of recent feedback from forward-operating units and maintenance crews, a comprehensive 
revision of the technical manuals for the Modular Terrain Surveillance System (MTSS) has been 
completed. This system, deployed widely across sectors with elevated perimeter security 
requirements, has been integral in early threat detection, terrain mapping, and signal triangulation 
efforts. However, inconsistencies in field usage, maintenance outcomes, and operator feedback 
necessitated a structured audit and documentation overhaul. 
The review, led by the Systems Operations Branch in conjunction with technical representatives 
from the original equipment manufacturer (OEM), focused on bridging operational ambiguities 
found in the previous version of the manual, particularly in troubleshooting procedures, diagnostics 
interpretation, and component interchangeability across variants. 
The audit team analyzed incident logs from 27 installations over a 12-month period, identifying 
patterns in system malfunctions. The most frequent category involved erratic infrared detection 
output, especially during rapid temperature shifts at dusk or dawn. While environmental variables 
played a role, improper calibration procedures were cited in over 60% of these incidents. The 
updated manual now includes expanded calibration flowcharts, automated routine instructions, and 
conditional response matrices based on region-specific climate profiles. 
Another prominent issue addressed is the mismatch between sensor serial batches and firmware 
update compatibility. In multiple cases, field teams attempted to apply a universal firmware package 
across sensors from different production runs, causing system stalling and partial data blackouts. 
The new documentation now includes a detailed compatibility table and introduces a secure 
verification script that flags incompatible firmware uploads before execution. 
Maintenance teams also reported inconsistent power draw behavior in the multi-sensor interface 
modules, often leading to false fault indicators. Analysis revealed that cable shielding degradation 
in high-moisture environments caused electrical noise that mimicked hardware failure signals. The 
manual now prescribes updated shielding inspection intervals and includes photographic 
benchmarks of early corrosion stages to aid quicker field diagnosis. 
A key upgrade in the manual involves the layout of emergency override procedures. Previously 
fragmented across appendices, all critical fallback configurationsâincluding manual sensor resets, 
network bypass triggers, and local-only data retention switchesâhave been consolidated into a 
single quick-reference section with diagrammatic support. This change follows multiple after-action 
reports that highlighted response delays during high-tempo operations where immediate access to 
override protocols was critical. 
The revised manual also better accounts for the evolving deployment scenarios. With MTSS 
systems increasingly being installed in remote and rugged terrain, new field tips have been added 
for temporary stabilization on uneven or loosely packed soil. These include anchor plate 
schematics, modular support frames, and improvised stabilization strategies using locally available 
materialsâall vetted through live field trials during the last joint equipment readiness event. 
Operator feedback was instrumental in refining interface terminology. Numerous field users 
reported confusion between "signal attenuation" and "signal loss," which in prior documentation 
were often interchanged or presented with minimal differentiation. The manual now includes 
precise technical definitions, updated UI screenshots reflecting firmware version 6.2+, and standard 
messaging formats for logbook entriesâensuring that incident reporting aligns accurately with 
backend diagnostics. 
, Overview of Regional Infrastructure Development Plans (2024â2026) 
The Ministry of Infrastructure and Rural Development has recently finalized the first phase of its 
comprehensive Regional Infrastructure Development Plans for the fiscal years 2024â2026. These 
plans emphasize a broad-based approach to rural modernization, improving logistics efficiency, and 
reinforcing national integration through enhanced connectivity. While the emphasis remains on 
boosting economic potential in tier-II and tier-III regions, urban expansion corridors will also see 
capacity upgrades through multimodal projects. 
The strategic planning process was initiated in Q1 2023 with a public consultation period spanning 
90 days, during which various stakeholder groups, including municipal corporations, state public 
works departments, environmental agencies, and citizen forums, submitted their feedback. These 
inputs were analyzed and integrated into the first draft of the regional development strategy, 
focusing on three main pillars: connectivity, sustainability, and community integration. 
On the connectivity front, over 5,000 kilometers of feeder roads are scheduled for upgrading to all-
weather concrete roads. Additionally, 42 key railway stations in emerging economic zones will 
undergo modernization including digital ticketing infrastructure, platform extensions, and improved 
accessibility for differently-abled citizens. Expansion plans also include the establishment of four 
new dry ports and the refurbishment of 27 rural airstrips for short-haul cargo and emergency 
response functions. 
Sustainability has been integrated through extensive environmental impact assessments (EIAs), 
which are now mandatory for every major highway and bridge project under the revised 2023 
Infrastructure Code. EIA data will be updated and published biannually to ensure public visibility 
and cross-agency coordination. Projects situated near ecological sensitive zones, including riparian 
reserves and forest buffer belts, will be subject to stricter scrutiny under the new joint guidelines 
issued by the Ministry of Environment and the National Infrastructure Coordination Committee. 
Community integration has taken the form of local resource training hubs being set up in 86 rural 
districts. These centers are designed to upskill local populations in infrastructure maintenance, 
equipment handling, and site safety practices. With 67% of the contracted labor for the Phase-1 
projects expected to be sourced locally, these initiatives aim to create employment and economic 
mobility while reducing project dependency on external labor pools. 
Digital dashboards have also been introduced to improve public engagement. Citizens can now 
access real-time updates on project progress, submit grievances or suggestions, and monitor budget 
utilization through the âInfraConnectâ portal. Additionally, a third-party auditing body has been 
brought on board to verify the milestones and timelines published by the project agencies. These 
transparency measures are expected to contribute to both time and cost efficiencies while 
reinforcing public trust. 
In terms of budget, a total outlay of â¹19,850 crores has been allocated for the 2024â2026 period, 
sourced primarily through central funds and assisted by state contributions and international 
infrastructure grants. So far, 67% of the planned capital has been earmarked for transport 
infrastructure, while 23% is allocated to energy transmission corridors and the remaining 10% to 
logistics and warehousing upgrades. 
The Ministry is also piloting the âGreen Roadsâ initiative in five states, which will use recycled 
plastic and fly ash in road construction. This aligns with the National Green Commitment signed 
, Tactical Relocation of Electronic Warfare Units in Proximity to Northern Surveillance 
Corridor 
In response to elevated electromagnetic probing from adversarial forces near the Eastern Himalayan 
Monitoring Array, Command Group Delta has approved the phased relocation of our primary 
Electronic Warfare (EW) units to concealed forward-operation bases within Range Sector 5. The 
relocation includes both mobile disruption teams and sensor-jamming modules, intended to fortify 
our electronic resilience while introducing unpredictable interference into known surveillance paths. 
The decision follows a four-week intelligence assessment conducted jointly by Signals Analysis 
Task Force and Drone Recon Group 22, which identified abnormal signal clusters consistent with 
enemy pre-intrusion mapping activity. 
The key element in this strategic move is the redeployment of the HYDRA-V EW platformâa 
modular, multi-frequency jammer equipped with auto-resonance scanning and low-power passive 
interference arrays. These systems were previously stationed in low-activity monitoring posts near 
Grid Point S-304, but will now be repositioned along Ridge Point Vale, which offers natural 
elevation cover and reduced electromagnetic reflection due to its basaltic soil composition. The 
HYDRA units are transported via heavy-duty camouflage convoys with ECM-shielded trailers, 
escorted by Quick Response Armor units under radio blackout protocols. 
This operation, internally designated Ghost Crown, also involves the encryption realignment of 
comms infrastructure in the 19th Armored Brigadeâs command hierarchy. Nodes at outposts Elm 1 
through Elm 4 will be upgraded with directional signal filtering, allowing secure uplinks even 
during coordinated jamming attempts. Each node will operate under the new LunaNet secure packet 
protocol with triple-failover encryption chaining, first introduced during Operation Sky Fuse. All 
operational parameters related to these upgrades are under Secure Directive 19-Tau and are 
accessible only to personnel with clearance level Theta-5 or higher. 
Vital to this relocation effort is the insertion of false telemetry signals across known observation 
vectors. Signal Echo Drones have been launched under pre-assigned trajectories to simulate 
communication chatter and heat signatures of standard EW truck formations. These drones are 
remotely operated from a hardened control unit beneath Fort Asmund and are programmed to 
maintain noise profiles that mimic live systems for up to 72 hours. This deception strategy is 
intended to redirect enemy satellite recon sweeps and throw off pattern recognition algorithms used 
by opposing signal intelligence cells. 
During the second phase of Ghost Crown, passive reflectors will be embedded into the local terrain 
near the new deployment corridor. These reflectors, hidden beneath natural rock formations and 
snow cover, will scramble long-range signal capture and misrepresent node density to thermal 
satellite passes. Initial trials conducted last month at the Markan Test Range showed a 74% 
reduction in signal triangulation success when reflectors were deployed at strategic choke points. 
These same reflectors will also serve as secondary detonation triggers for short-range EMP mines in 
the event of a breach. 
To ensure continuity of mission control, Command Center Zulu has begun issuing flash-coded 
directives through fiber-based Q-Link pathways. All communications are routed through triple-path 
relays to prevent isolation or disruption. Physical orders are couriered via encrypted flash nodes 
delivered by autonomous vehicles operating under camouflage routines mapped to regional wildlife 
movement patterns. These systems reduce heat signature visibility while maintaining GPS-denied 
navigation efficiency. 

metrics: accuracy
pipeline_tag: text-classification
library_name: setfit
inference: yes
base_model: nomic-ai/modernbert-embed-base
model-index: name: SetFit with nomic-ai/modernbert-embed-base
results: task: type: text-classification
name: Text Classification
dataset: name: Unknown
type: unknown
split: test
metrics: type: accuracy
value: 0.9663865546218487
name: Accuracy
verified: no
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Created: 2025-08-07 13:49:29