SetFit with nomic-ai/modernbert-embed-base

This is a SetFit model that can be used for Text Classification. This SetFit model uses nomic-ai/modernbert-embed-base as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

  1. Fine-tuning a Sentence Transformer with contrastive learning.
  2. Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Sources

Model Labels

Label Examples
1
  • 'Operational Assessment of Field-Based Surveillance Platforms in \nBorder Zone Alpha \nOver the past fiscal quarter, field-based surveillance operations along Border Zone Alpha have \ntransitioned from fixed outposts to mobile sensor platforms. This adjustment aligns with the \nincreasing demand for flexibility and stealth in data acquisition, particularly in terrain where \ntraditional infrastructure is either unsustainable or tactically inadvisable. The purpose of this \nassessment is to evaluate the performance, adaptability, and situational efficiency of mobile \nsurveillance units during multi-condition deployments. \nThe mobile platforms under studyâ\x80\x94referred to internally as ModView-3A unitsâ\x80\x94are equipped with \nretractable mast-mounted optics, thermal detection arrays, and adaptive power modules capable of \nsolar and kinetic charging. Between January and March, twelve units were deployed across varying \nterrain profiles: dry plains, low scrubland, and elevation-heavy ridgelines. Operators were rotated in \ntwo-week cycles to allow for a diverse set of operational feedback. \nInitial feedback from operators indicates that the thermal imaging performance exceeds previous \nfixed installations, particularly in low-light scenarios. One notable incident involved detection of \ncross-border movement patterns involving multiple unidentified individuals using a previously \nundocumented forest path. This trail, invisible under standard optics, was revealed through residual \nheat trails over a 48-hour tracking window. However, a delay in data relay was encountered due to \ncloud-induced latency in the uplink modules, especially in areas with heavy evening condensation. \nA significant enhancement was noted in concealment capabilities. The low-profile design of \nModView-3A makes it viable for partial burial or foliage blending without compromising lens \nfunctionality. Two units successfully evaded visual detection during staged adversary sweeps, \nindicating effective camouflage in practical scenarios. That said, prolonged stationary positioning \nbeyond 96 hours introduced increased risk of power depletion when solar charging was \ninconsistent. \nMaintenance logs reveal a key vulnerability in the mast actuator system, particularly when deployed \nat angles beyond 30 degrees from horizontal baseline. In two separate deployments, actuator lock-\nup resulted in a temporary surveillance blackout while operators were forced to recalibrate elevation \nmanually. Engineers from the deployment team have since issued a firmware patch and mechanical \noverride protocol, which is currently being tested in a controlled range setting. \nData storage and retrieval workflows were improved via the use of localized encrypted storage with \nautomated overwrite cycles. This reduced manual intervention and allowed for seamless cycling of \nvideo and signal data. However, there was a minor breach risk reported in one instance where a unit \nhad not initiated its scheduled wipe after signal disruption. Fortunately, the data in question was \noperationally benign, but it highlights the need for robust fallback triggers in the deviceâ\x80\x99s automated \nroutines. \nFrom a strategic planning perspective, the ability of these mobile platforms to remain operational \nfor extended durations in remote terrain offers considerable advantage in pattern recognition and \nearly-warning metrics. During the field trials, operators were able to establish regular traffic maps \nof non-military movement in adjacent areas, including foot traffic patterns of herders and occasional \ntransport vehicle paths. This helps in constructing baseline behavioral maps that assist in \ndistinguishing normal versus anomalous movement patterns. \n'
  • 'Internal Review Findings on Incident Response Drills in Sector \nCommand Facilities \nFollowing a series of scheduled readiness assessments across four sector-level command facilities, a \nconsolidated review was conducted to evaluate the consistency, speed, and protocol adherence of \npersonnel during emergency incident simulations. These drills included fire suppression activation, \nperimeter breach response, digital infrastructure shutdown procedures, and secure archive extraction \nunder duress conditions. The review encompassed 143 personnel across varying ranks and duty \nassignments, including rotating technical officers, systems controllers, and auxiliary support teams. \nWhile surface-level compliance across all sectors met the minimum acceptable thresholds, deeper \nreview uncovered discrepancies in protocol interpretation, task delegation under pressure, and \ncommand decision pacing during escalation scenarios. The core concern highlighted by evaluators \nwas not individual negligence but systemic reliance on outdated procedural models that have not \nbeen updated to account for newer digital infrastructure or evolving personnel profiles, particularly \nwith the inclusion of contracted civilian roles. \nA recurring weakness was observed in digital lockdown procedures. In Simulation Block 2 \n(Unauthorized Data Intrusion), 61% of responding operators executed the correct command \nsequences within the first two minutes of the alert. However, only 34% correctly initiated the \nsecondary handshake override designed to isolate server rooms from primary network channels. \nThe rest bypassed this step entirely or attempted to revert to older shutdown protocols still \nreferenced in prior versions of the command training manual. \nIt was noted that several operators continued to rely on memorized command chains rather than \nengaging the updated touch-interface secure console menus. This reliance on legacy keyboard \nentries may be due to training gaps â\x80\x94 in two of the command facilities, personnel had not yet \ncompleted the new systems onboarding module despite it being active for over six months. While \nthe terminals retain backward compatibility, over-dependence on legacy workflows slows down \nreaction time and increases input error probability under stress. \nIn the fire suppression simulations, procedural execution was faster and more consistent. All four \nfacilities successfully evacuated designated zones and activated containment shutters within the \nrequired 90-second window. That said, in one facility, the auto-lock on the north-facing corridor \nfailed to engage due to delayed manual override input. This resulted in a 12-second exposure delay, \nwhich, in a live event, could result in oxygen flow breach into adjacent archives. \nReview of archive evacuation drills revealed more pronounced issues. Personnel tasked with \nretrieving and securing high-sensitivity physical records from the primary vaults demonstrated \nslower-than-expected coordination. Specifically, the packing and transfer sequence was misaligned \nwith the designated object hierarchy â\x80\x94 meaning less critical material was extracted first in several \ncases. Interview notes suggest this was due to confusion over recent changes in the asset priority \ncode. The updated codes were distributed digitally but not printed in vault-side quick-reference \nformats. A corrective action plan has been drafted to address this oversight. \nCommunication breakdowns were observed in three out of four simulations, particularly during \nalert transitions from internal triggers to external command liaison units. In Facility Echo-2, the \nhandoff of control from the internal chief of operations to the external liaison officer occurred with \na 52-second delay due to routing misconfiguration in the comms relay panel. This delay led to an \n'
  • 'incomplete alert relay and created overlapping instructions that had to be manually corrected. The \nreview team has recommended a mandatory daily verification of routing protocols, to be included in \nthe existing morning systems check rotation. \nOn a positive note, the behavioral response of personnel under simulated duress conditions was \ngenerally commendable. Stress indicators remained within acceptable ranges, and compliance with \nhierarchical instruction was consistent, even in moments of uncertainty. Debrief feedback also \nsuggested a strong commitment among staff to procedural improvement and a general openness to \nadditional training cycles. \nRecommendations following this review include: \nâ\x80¢ Reintroduction of brief, bi-weekly refresher modules focused on digital command interfaces \nand emergency override sequences. \nâ\x80¢ Placement of visual quick-reference materials in all archive extraction zones and critical \nnetwork control rooms. \nâ\x80¢ Mandatory recertification every 120 days for personnel in roles critical to first-response \nprotocol. \nâ\x80¢ Separation of digital and analog command trees in training modules to reduce confusion \nunder pressure. \nâ\x80¢ Routine integration of live-system drills into night shift rotations to improve off-hour \npreparedness. \nThis review, while revealing important performance gaps, also reinforced the operational value of \nstructured drills in identifying procedural drift before it manifests under live conditions. The \ncommitment of participating personnel and the relatively high baseline response levels offer a \nstrong foundation for implementing these recommendations swiftly and without significant \ndisruption to current workloads. \n \n \n'
3
  • 'Regional Infrastructure Modernization Plan â\x80\x93 Phase II \nImplementation Overview \nThe ongoing infrastructure modernization plan for the Central Midlands Region has entered its \nsecond implementation phase, focusing on urban mobility, digital connectivity, and sustainable \npublic utility upgrades. This initiative, launched in 2022 as part of the National Urban Renewal \nFramework, is designed to revitalize aging civic systems, increase efficiency in public services, and \nprepare the region for long-term population growth. \nPhase II emphasizes the integration of smart transportation systems in mid-sized urban zones. The \npilot project in Ashbury District has already introduced a hybrid bus network equipped with real-\ntime route optimization, emissions monitoring, and rider feedback mechanisms. Powered by a \ncombination of compressed natural gas (CNG) and battery-electric propulsion, the new fleet is \nexpected to reduce local transit emissions by 42% over the next five years. Rider response has been \noverwhelmingly positive, with early satisfaction surveys indicating improved comfort and better \nroute reliability. \nSimultaneously, the deployment of smart traffic signal infrastructure has commenced at 114 key \nintersections across the district. These systems use sensor-based traffic flow analysis to dynamically \nadjust light cycles, thereby reducing idling time and cutting average commute durations by an \nestimated 11 minutes. The Department of Civic Planning reports that these changes will save \napproximately 1.4 million liters of fuel per year once fully implemented. \nDigital connectivity upgrades are another cornerstone of Phase II. With remote work and digital \nservice access becoming a central part of civic life, fiber-optic network expansion is underway to \nreach 98% of both residential and commercial zones by the end of the year. Key public buildingsâ\x80\x94\nincluding schools, libraries, and health clinicsâ\x80\x94are receiving priority upgrades to ensure \nuninterrupted access to high-speed internet. In conjunction with this rollout, over 600 public Wi-Fi \nhotspots have been activated in community hubs, offering secure, free connectivity for citizens and \nvisitors alike. \nWater infrastructure has not been neglected. A major component of the second phase involves the \nmodernization of wastewater treatment facilities to meet updated environmental standards. The \nCentral Treatment Plant, originally built in 1973, is currently being retrofitted with high-efficiency \nfiltration units and chemical-free purification systems. Engineers estimate that the improvements \nwill reduce nitrate discharge into the local river system by 78%, greatly benefiting downstream \nagricultural communities. \nCommunity engagement has remained a core feature of the modernization effort. A series of town \nhall forums, digital surveys, and stakeholder workshops have ensured that residents have a voice in \nshaping the development timeline and design choices. In Ashbury, feedback from local businesses \nled to revised construction schedules that minimize traffic disruptions during peak commercial \nhours. Additionally, accessibility advocates contributed to the redesigned public transit stop \narchitecture, ensuring compliance with universal access standards. \nEnergy sustainability projects are also progressing. Rooftop solar initiatives, first introduced during \nPhase I for government facilities, are now expanding into incentive-based programs for residential \nand small commercial buildings. The new energy credit system allows property owners to receive \nfinancial offsets for each kilowatt-hour contributed back into the municipal grid. The long-term plan \n'
  • 'Annual Volunteer Program Review for Community Engagement Units \nThe community engagement units across various administrative zones have concluded their annual \nreview of the volunteer outreach programs, assessing participation rates, program impacts, and \nlogistical support efficiency. These programs, intended to strengthen relationships with local \npopulations and provide supplemental workforce support for civil initiatives, continue to operate \nwith strong engagement from both personnel and public stakeholders. \nOne of the most successful sub-programs has been the educational outreach initiative, which \npartners with local schools and vocational centers to deliver informational sessions, practical \nworkshops, and career pathway guidance. Over the past year, nearly 130 sessions were held in \nunderserved regions, emphasizing science literacy, emergency preparedness, and vocational skills \ndevelopment. Personnel with subject-matter expertise from logistics, communications, and IT units \ncontributed their time voluntarily, leading to a well-rounded and diverse offering for students. \nThe review noted a 12% increase in volunteer hours compared to the previous year, attributed to \nmore flexible scheduling options and streamlined approval protocols. Previously, personnel \ninterested in volunteering were often discouraged by complicated registration procedures and \nuncertainty about shift conflicts. With the introduction of an online volunteer portal and \ncoordination with unit-level scheduling officers, participation has become significantly easier to \nmanage. \nIn addition to educational outreach, environmental clean-up projects were a cornerstone of this \nyearâ\x80\x99s volunteer effort. Several regions conducted seasonal campaigns focused on riverbank \nrestoration, public park revitalization, and urban tree planting. These events were not only impactful \nin terms of physical outcomesâ\x80\x94such as removing over 4,000 pounds of waste and planting 750 \ntreesâ\x80\x94but also in community visibility. Media coverage and social media engagement showed a \nnotable uptick following these projects, suggesting strong public interest and support. \nThe health and wellness campaign was another area of focus. Trained medical personnel led a \nmobile health unit that participated in wellness fairs and immunization drives, particularly in rural \nareas. These efforts were coordinated in partnership with regional health departments and NGOs. \nOver 1,800 individuals received free basic health screenings, with referrals made for follow-up care \nas needed. Participants in this program highlighted the value of bringing services directly to the \npopulation, especially in regions with limited access to primary care. \nTo support volunteer morale and long-term program viability, leadership teams have begun to \nexplore recognition structures. This includes service ribbons, public commendations, and career \ndevelopment credits for consistent contributors. While still in the early stages, these incentives \nappear to be encouraging broader participation, particularly among junior personnel seeking \nleadership opportunities or community-focused experience. \nThe logistics of volunteer deployment were also examined, particularly with regard to \ntransportation, supply needs, and legal liability. Minor inefficiencies were found in transport \nscheduling, especially when events occurred concurrently in different sectors. As a result, a shared \nvehicle booking system is being piloted to prevent overlaps and ensure more timely support. \nInsurance protocols and safety briefings were also revised to address liability risks in hands-on \ncommunity events, such as construction or outdoor labor projects. \n \n'
  • 'Interdepartmental Fitness and Wellness Programâ\x80\x94Quarterly Summary \nOver the last quarter, the interdepartmental fitness and wellness initiative has gained significant \nmomentum, with participation expanding beyond core staff units to include auxiliary and \nadministrative teams. The program, introduced to encourage physical health, reduce stress, and \nfoster team cohesion, has been structured around voluntary engagement and flexible scheduling to \naccommodate varying operational demands. \nThe cornerstone of the initiative has been the introduction of the "Movement for Morale" challenge, \na monthly event where teams track their cumulative activity minutesâ\x80\x94whether through walking, \ncycling, stretching, or gym training. Participants log their activity on a shared platform, earning \nbadges for individual and group milestones. This light competition format has proven highly \neffective, encouraging consistent engagement without creating undue pressure. In the first three \nmonths, over 1,200 personnel enrolled in the platform, and more than 80,000 active minutes were \nlogged collectively. \nA weekly fitness circuit has also been launched in designated wellness zones. These sessions, \nguided by certified in-house trainers, focus on low-impact, high-mobility exercises tailored to \naccommodate individuals with different fitness baselines. Each session integrates warm-up routines, \nresistance training using body weight or light equipment, and cool-down stretches aimed at \nimproving posture and reducing musculoskeletal fatigue. Feedback surveys have shown a 92% \nsatisfaction rate, with many citing the sessions as a valuable break from sedentary work hours. \nTo address broader wellness topics, bi-weekly seminars have been hosted covering themes such as \nnutrition, sleep hygiene, mental resilience, and hydration. These 45-minute presentations, followed \nby Q&A sessions, have been open to all staff and are now archived on the internal learning portal \nfor asynchronous access. Guest speakers have included registered dietitians, behavioral health \ncounselors, and athletic performance coaches, ensuring a well-rounded and evidence-informed \ncurriculum. \nSupportive infrastructure has also been improved. Gyms and open-air workout zones have been \nupdated with additional equipment, including stationary bikes, stretching bars, and foam rollers. \nWhere dedicated fitness facilities are not available, mobile equipment kits have been distributed to \nallow teams to set up temporary stations in meeting rooms or courtyards. Moreover, locker rooms in \nhigh-occupancy areas have been renovated to ensure greater capacity and hygiene standards. \nRecognizing the role of recovery in holistic wellness, the program also includes guided mindfulness \nand breathing sessions. These 15-minute routines are scheduled before or after work hours and are \nled by trained facilitators. Although attendance is voluntary, the average session size has grown \nsteadily, particularly among shift workers seeking tools to manage transition fatigue between \nrotations. \nLeadership involvement has been instrumental in building momentum. Senior officers have been \nencouraged to model participation by attending sessions and highlighting their own progress in \ninternal newsletters. This visible endorsement has lowered psychological barriers among newer or \nmore reserved personnel, contributing to a culture where fitness is viewed as both valuable and \naccessible. \nTo ensure inclusivity, modifications have been implemented for personnel with mobility restrictions \nor chronic conditions. Specialized consultations are available, and many of the group sessions offer \nvariations for seated participation or reduced-intensity alternatives. This inclusive design has \nexpanded the reach of the program and reinforced its role as a unifying force across departments. \n'
2
  • 'Update on Vehicle Maintenance Training Protocols â\x80\x93 Northern Field \nUnits \nThe Logistics Command of the Northern Region has recently completed its biannual review of the \nVehicle Maintenance Training Program (VMTP) applicable to non-combat, light utility vehicles \nused in administrative, escort, and supply chain roles. The evaluation covered instructional \nmethodology, attendance statistics, component testing outcomes, and adherence to mechanical \nreadiness checklists. \nThe updated VMTP curriculum was introduced in response to a noticeable trend of delayed \nservicing and procedural errors during minor field repairs over the previous two deployment cycles. \nAlthough no operational failures have been recorded, pre-emptive action was deemed necessary to \navoid downstream logistical bottlenecks and to reinforce a culture of technical discipline. \nKey features of the revised protocol include a modular breakdown of repair tasks, realigned to \nmatch the practical issues most commonly faced in the field. Modules such as fuel pump \nrecalibration, starter circuit diagnostics, and hydraulic steering fluid replacement now include video \nwalkthroughs recorded by certified regional technicians, accessible through the internal training \nportal. Feedback from initial trainees has indicated improved retention rates and higher engagement \nlevels with the revised content. \nAnother significant adjustment was the inclusion of a rotating live-demonstration schedule at all \nthree divisional motor pools. Rather than relying entirely on classroom instruction, the schedule \nmandates each enrolled participant to spend at least two full shifts shadowing active service \ntechnicians during their maintenance cycles. This change was supported by the field mechanics, \nwho observed a greater readiness among trainees to take on supervised maintenance assignments. \nEvaluation metrics have also been recalibrated. Previously, assessments were weighted heavily \ntoward theoretical troubleshooting scenarios. The current standard integrates real-time performance \nin diagnostic flowchart use, tool handling, and identification of component wear patterns. \nPreliminary testing under the new scheme suggests a 15% increase in field-readiness certification \nscores across the Northern Region cohorts. \nIn terms of inventory, the motor pools have been issued updated versions of the Vehicle Fault Log \nPad (VFLP), which now integrates QR-tagging for rapid identification of part categories and \ncomponent history. The updated pads also include structured checklist templates aligned with the \nnew VMTP modules, minimizing inconsistencies in reporting. \nAn area still under review involves coordination between logistics staff and contracted service \nvendors. In some cases, vehicles referred to external workshops return without adequate reporting, \nleading to confusion in internal maintenance scheduling. A policy draft is being prepared to \nstandardize reporting formats for all third-party repairs, requiring photo logs and work summaries \nappended to digital maintenance records. \nEnvironmental factors, such as prolonged cold exposure affecting battery performance, have also \nbeen discussed in training updates. A pilot project has introduced thermal wrapping sleeves for \nbattery units, with early tests showing improved ignition success rates in sub-zero environments. \nTrainees are now briefed on how to apply, inspect, and replace these thermal wraps during daily \nchecks. \n'
  • "Equipment Redistribution Log â\x80\x93 Training Support Unit Relocation, Region Delta-5 \nAs part of the quarterly reassignment schedule for training support assets, a coordinated relocation \nof essential equipment and personnel was executed for the Field Instruction and Testing Unit (FIT-\nUnit 9) from Depot Echo-2 to the secondary training facility located in Region Delta-5. This move \nwas approved under the Regional Training Mobility Directive 24-B and was completed over a five-\nday period using staggered vehicle dispatch and modular loadouts. \nThe relocation involved 12 transport vehiclesâ\x80\x947 heavy-load haulers and 5 utility trucksâ\x80\x94tasked \nwith transferring both standard training platforms and specialized evaluation apparatus. Among the \nassets relocated were mobile classrooms, obstacle course modules, environmental simulation rigs, \nand portable diagnostics kiosks used for personnel evaluation during training sequences. \nA structured inventory and dispatch protocol was maintained, beginning with the staging of items in \ncategorized batches. Each item was tagged using QR-coded identifiers linked to the centralized \nasset management system, enabling real-time tracking of departure, transit intervals, and arrival \ntimestamps. As part of the improved oversight protocol, each shipment was accompanied by a \nrotating log officer, ensuring all cargo was accounted for at each checkpoint. \nMaintenance logs were updated pre-departure to reflect the operational status of all transferred \nassets. Five itemsâ\x80\x94three tread simulators and two aerial observation mountsâ\x80\x94were flagged as \nrequiring minor servicing due to recent wear observed during the previous training cycle. These \nwere prioritized for in-transit inspection and have been scheduled for calibration checks upon \noffloading at the new site. \nThe equipment route bypassed high-traffic corridors to avoid congestion and minimize delays. The \nplanning team selected Route Series Delta-North through Subsector 4C and across the eastern \noverland corridor. Escort vehicles coordinated with regional transit authorities for temporary route \nclearance during the movement of oversize cargo modules. \nAt the new facility, personnel from the receiving detachment conducted full inspections upon \narrival. Of the 144 inventoried equipment units, 142 were verified as fully intact and operational. \nTwo itemsâ\x80\x94a signal relay housing case and a weatherproof canopy containerâ\x80\x94sustained minor \nexternal scuffing, likely during offloading, but posed no functional issues. Photographs were logged \nfor recordkeeping, and no incident reports were filed. \nDuring reassembly at the new location, minor adjustments were made to accommodate terrain \nvariations and storage configuration. The facility's layout includes slightly reduced covered storage \narea, requiring partial consolidation of modular obstacle gear. Reassignment of layout priorities was \nhandled locally, and there is no anticipated impact on training throughput. \nSupport personnel movement was conducted in parallel with equipment relocation. A total of 18 \ntrainers and 6 technical assistants were rotated to Region Delta-5, with housing assignments pre-\ncoordinated with the Base Accommodation Officer. No delays or grievances were logged during the \npersonnel relocation. \nA temporary tech support kiosk has been installed on-site to assist with system restarts and \ntroubleshooting as devices are brought back online. Full integration of training modules is expected \nto be completed within 72 hours of final arrival. Routine testing will resume by the following \ntraining cycle, per the regional schedule. \n"
  • 'Distribution Protocols for Technical Manuals and Equipment \nMaintenance Schedules \nThe standardized distribution and controlled circulation of technical documentation used across \noperational training facilities has been reviewed as part of the recent updates to the Equipment \nLifecycle Oversight Framework (Revision 8B). These documents, which include maintenance \nschedules, parts calibration charts, inspection checklists, and procedural flow diagrams for field-\ngrade equipment, form a critical component of the readiness and reliability infrastructure in support \nregions and secondary staging zones. \nThe latest directive outlines a revised classification and access protocol, under which specific \ncategories of technical documentation are to be distributed exclusively through official digital \nrepositories or via pre-cleared print release from logistics officers assigned to each depot. The intent \nbehind this procedural refinement is to prevent the untracked reproduction or out-of-date circulation \nof legacy documents that may no longer align with upgraded models or amended safety \nrequirements. \nParticularly, maintenance schedules tied to mobile surveillance units, small-engine transport \nplatforms, and modular environmental rigs are now available only through the authenticated access \nportal issued to section-level equipment custodians. All downloads are automatically watermarked \nand logged, ensuring traceability of each file instance. Printouts are to be stamped with the current \nrevision date and serial-numbered for audit compliance. \nThe document update process has been streamlined to a bi-monthly cycle, during which all \napplicable manuals are reviewed for compatibility with ongoing software or hardware upgrades. In \nthe most recent cycle, 12 documents were updated to reflect new lubrication intervals and torque \nthresholds for field-ready power assemblies. These changes were prompted by component fatigue \nanalysis carried out after an extended rotation cycle in coastal humidity conditions, where \naccelerated degradation was noted in bracket assemblies and cabling terminals. \nTo mitigate potential risks associated with improper servicing due to outdated references, all \ntraining leads have been directed to destroy superseded print copies immediately upon release of \nnew revisions. Verification of destruction is to be logged using the Form 6L Protocol Compliance \nsheet, co-signed by the maintenance supervisor. In instances where hard copies are retained longer \nthan allowed, disciplinary notation and potential retraining of the handling personnel may be \nenforced, particularly in facilities undergoing quarterly compliance inspections. \nThe scope of restriction also applies to schematic diagrams used for instructional purposes. These \nschematics, though frequently used in a controlled learning environment, are subject to limited \nduplication rights. Only authorized instructors may reproduce them for in-class sessions, and only \nunder pre-approved batch counts that correspond with the number of registered personnel. Any \nsurplus copies must be returned for shredding or archived under locked storage per Standard \nInstructional Material Guidelines. \nDistribution of updated documents is facilitated through a closed-circuit digital delivery system that \nlogs device and user authentication prior to download. This system, active since early Q2, has \nreduced incidents of file version conflict by over 80%. Previously, cases were recorded in which \nequipment was calibrated based on outmoded documentation, leading to operational inconsistencies \n'
0
  • 'Operation Vigilant Shield â\x80\x94 Northern Sector Intelligence \nBrief \nDate: 15-08-2017 \nLocation: HQ Central Command, Sector-47A \nThe operational activities under the codename Vigilant Shield have commenced with the \ncoordinated deployment of special operations units along the northern ridge zones. Real-\ntime data from aerial reconnaissance suggests heightened activity near grid coordinates \n42.3N 83.7W, signaling probable infiltration attempts. \nTwo forward operating bases (FOB Tango and FOB Viper) have been fortified and are now \nfully operational. FOB Tango is equipped with high-frequency encrypted communication \nrelays, enabling uninterrupted contact with aerial and satellite units. Viper has been \ndesignated the command and control hub for integrated air-ground operations, supported by \nthree battalions from the 17th Light Infantry Division. \n \nVital Units & Formations Movement Summary: \nâ\x80¢ 1st Armored Regiment moved under cover of darkness on 23-APR-2017, bypassing known \nsurveillance zones. Their objective is to establish an eastern encirclement by D+4. \nâ\x80¢ Recon Unit Bravo, deployed with high-altitude drones, returned with over 120 classified \nhigh-resolution images of enemy trench formations and artillery placements. \nâ\x80¢ Deployment of Model-9 electromagnetic countermeasures has commenced to neutralize \nforeign signal interception attempts. \nNew Munitions & Tactical Equipment Brief: \nThe command has authorized live deployment of the Tarantula-X Autonomous Surface-\nto-Air Defense Grid, which includes the Mark-III variant of precision laser targeting \nsystems. This marks the first operational use of the Tarantula-X in a live theatre. Associated \ntechnical blueprints, performance logs, and failover procedures have been encoded and \nstored in Vault Node Zeta-43 (access clearance: ALPHA-S). \nCryptographic Security Protocols: \nAll inter-unit communications are now routed through the newly developed XypherGate \nencryption protocol, which employs rotating cipher layers every 8 minutes. Backup \ndevices remain housed in mobile cryptographic capsules embedded with biometric failsafes. \nSatellite & Aerial Surveillance Summary: \nLatest aerial photographs (Series 09-A Delta) captured by OrbSat Sentinel-7 reveal recent \nfortification along the ridge near Point Zenith. These images are currently undergoing \ngranular threat analysis at the classified intelligence lab (Lab-92). \n'
  • 'Summary of Strategic Communications and Surveillance Deployments â\x80\x94 Priority \nLevel Alpha \nI. Cryptographic Devices & Infrastructure \nIn accordance with Defense Protocol D-19-B, new cryptographic infrastructure has been rolled out \nto strategic hubs across operational regions Zeta-4 through Sigma-8. The primary aim is to mitigate \nforeign electronic espionage and secure intra-command communication. \nKey Features: \nâ\x80¢ Cipher Core Unit-4A "Aegis" deployed to Base Ironwall, equipped with AI-driven \nanomaly detection, embedded destruction protocol, and 7-layer encryption with self-\nmasking transmission signals. \nâ\x80¢ Portable cryptographic modules ("WhisperPods") issued to all battalion-level command \ngroups, capable of low-bandwidth signal obfuscation under EM interference conditions. \nâ\x80¢ A covert quantum key distribution (QKD) pilot is in live testing between FOB Lynx and \nBase Nova under full blackout security, monitored via hardened fiber-optic tunnels. \nII. Photographic Surveillance & Reconnaissance Findings \nRecent aerial photographs obtained via satellite drone Sentinel Theta-6 captured significant \nstructural changes at enemy-held Facility 29-B. Thermal scans indicate underground ventilation \nconsistent with deep-buried silos or weapons-grade energy sources. \nâ\x80¢ Photos include night-mode IR overlays of subterranean vents with multi-axis symmetry â\x80\x94 \nflagged as potential launch conduits. \nâ\x80¢ All images, labeled SECTR-Kappa Series 9, are secured in Vault Omega-D (double-locked \nauthentication, retina and voice scan). \nIn addition, close-up reconnaissance images of Site Alpha-Kilo, taken using the new Orion \nTactical Flight Drone at 1,500 ft altitude, have revealed atypical vehicle formations. Analysts \nsuggest these patterns may correspond with modular mobile defense launchers. Full decryption of \ntagging metadata is in progress. \nIII. Order of Battle Developments \nRevised intelligence suggests adversary 7th Brigade has initiated a partial repositioning along the \nsouthern escarpment. The following sensitive adjustments to our own Order of Battle have been \napproved: \nâ\x80¢ Night deployment of 5th Armored Recon Unit via covert corridor Bravo-7. Launch time: \n0400 hours. \nâ\x80¢ Delta Heavy Artillery Battery has been redeployed to Grid Point V17 under radio silence \nprotocol. \nâ\x80¢ Minor detachment from Ranger Unit Zulu-13 inserted into dense terrain corridor (classified \nroute) for potential sabotage of communications relay. \n \n'
  • 'Mountain Redoubt Strategic Fortifications \nI. Construction of Deep Defense Nodes (DDNs) \nThree Deep Defense Nodes (designated DDN-Alpha, DDN-Beta, and DDN-Gamma) have been \ncompleted and sealed at altitudes ranging between 3,000mâ\x80\x934,200m. Each DDN includes: \nâ\x80¢ Subterranean barracks, with nuclear- and biochemical-grade sealing, \nâ\x80¢ Remote-operated missile silos, camouflaged under natural terrain and activated only \nthrough classified Command Protocol Delta-Rho-21, \nâ\x80¢ High-resilience anti-drone countermeasure arrays with adaptive signal-jamming \ntechnologies, shielded from EM pulse interference. \nBlueprints of structural integrity layers, foundation-reinforced shielding, and emergency shutdown \nsequences are stored in Quantum Locker VY-13. \nAccess to schematics requires dual-auth by General Staff and AI Sentry Node clearance. \nII. Vital Military Installation Sketches & Geo-Mapping \nDetailed topographic renderings and sketches of strategic bunker layouts, tunnel networks, and \nconcealed launch points are available in Map Set MR-79. Due to the topographical sensitivity and \nvulnerability to kinetic strikes, digital copies have not been circulated and remain on air-gapped \nterminals in Fortress Ardent. \nIncluded is a series of drone-assisted 3D flyovers (classified FLIGHTSET-R03) featuring: \nâ\x80¢ Entry point camouflaging techniques using synthetic overgrowth technology. \nâ\x80¢ Multi-tiered observation domes designed to fold under snow cover in winter months. \nâ\x80¢ Redundant oxygen and fuel lines traceable only via spectral imaging. \nIII. Advanced Surveillance & Aerial Reconnaissance Summary \nAerial imagery captured from Recon Drone â\x80\x9cCrow-Eye 12â\x80\x9d on mission day D+37 at 0500 hours \nhas revealed movement within the perimeter of enemy Station 8-Charlie. Intelligence indicates a \nrotating perimeter patrol and automated quad-rotor surveillance units. \nThermal scans through dense cloud layering have detected intermittent heat blooms 4.7 km east of \nthe known base â\x80\x94 likely indicating underground fuel tanks or concealed vehicle bays. \nCaptured series include: \nâ\x80¢ FLIR overlays with motion trails. \nâ\x80¢ Annotated angles of suspected blast shield positions. \nâ\x80¢ UV scan confirmations of fresh construction â\x80\x94 likely steel-reinforced bunker doors. \nThese images are classified under set AEROVIEW-S29, and possession is restricted to Tier-One \noperational commanders only. \n \n \n'

Evaluation

Metrics

Label Accuracy
all 0.9664

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("amritzeon/setfit_modernbert_finetunednew")
# Run inference
preds = model("Routine Operational and Supply Update — 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: 
• Three cases of late check-ins at FOB Lambda were reported. Following standard protocol, 
the personnel were reprimanded and assigned additional perimeter watch shifts. 
• 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. 
• 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 — a +3.7°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: 
• Rations and medical supplies sufficient for 34 days. 
• Ammunition resupply is 94% complete; minor delay in delivery of Class C explosives due 
to transportation backlog at the central depot. 
• 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. 
 
 
 
")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 166 441.7377 559
Label Training Sample Count
0 15
1 16
2 15
3 15

Training Hyperparameters

  • batch_size: (8, 8)
  • num_epochs: (1, 16)
  • max_steps: 50
  • sampling_strategy: oversampling
  • body_learning_rate: (2e-05, 1e-05)
  • head_learning_rate: 0.01
  • loss: CosineSimilarityLoss
  • distance_metric: cosine_distance
  • margin: 0.25
  • end_to_end: False
  • use_amp: False
  • warmup_proportion: 0.1
  • l2_weight: 0.01
  • seed: 42
  • eval_max_steps: 50
  • load_best_model_at_end: False

Training Results

Epoch Step Training Loss Validation Loss
0.02 1 0.1914 -
0.2 10 0.2452 0.1920
0.4 20 0.1494 0.1849
0.6 30 0.1523 0.1514
0.8 40 0.1147 0.1255
1.0 50 0.1071 0.1174

Framework Versions

  • Python: 3.11.13
  • SetFit: 1.1.3
  • Sentence Transformers: 4.1.0
  • Transformers: 4.48.0
  • PyTorch: 2.6.0+cu124
  • Datasets: 4.0.0
  • Tokenizers: 0.21.4

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}
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