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DistilBERT service classifiers (RQ4 references)
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{
"model_type": "clf_all",
"base_model": "distilbert/distilbert-base-uncased",
"pinned_revision": "12040accade4e8a0f71eabdb258fecc2e7e948be",
"label_space_size": 255,
"label_space": [
"academic_transcript_parser",
"air_quality_pm25_analyzer",
"aisle_congestion_monitor",
"ambient_noise_level_meter",
"ambient_weather_station_aggregator",
"animal_detector",
"anti_passback_enforcer",
"ar_marker_bundle_adjuster",
"arp_spoofing_detector",
"audio_downsampling_resampler",
"audio_event_classifier",
"audio_flac_to_opus_compressor",
"audio_guide_multilingual_synthesizer",
"av1_video_transcoder",
"badge_credential_reader",
"bank_check_micr_parser",
"bank_statement_table_parser",
"bedside_lung_ultrasound_pneumothorax_triage",
"bgp_route_leak_detector",
"bicycle_counter",
"bicycle_lane_blockage_detector",
"bill_of_lading_parser",
"billboard_text_ocr",
"biometric_fingerprint_reader",
"bone_radiograph_fracture_triage",
"bottle_fill_level_inspector",
"bridge_overheight_vehicle_detector",
"bufferbloat_queue_analyzer",
"bus_lane_encroachment_detector",
"business_card_ocr",
"camera_tamper_detector",
"car_alarm_detector",
"cart_abandonment_tracker",
"carton_counter",
"cell_counter",
"chat_message_translator",
"chest_xray_pneumonia_triage",
"circuit_board_silkscreen_ocr",
"co2_indoor_ventilation_monitor",
"construction_activity_analyzer",
"container_code_ocr",
"container_stack_counter",
"conveyor_belt_tear_inspector",
"coronary_calcium_ct_triage",
"cough_detector",
"count",
"coupon_kiosk_engagement_meter",
"crane_hook_detector",
"crosswalk_jaywalking_detector",
"crowd_head_counter",
"crowd_surge_detector",
"cry_detector",
"ct_brain_hemorrhage_triage",
"customer_dwell_time_meter",
"customs_declaration_parser",
"cyclist_detector",
"ddos_syn_flood_detector",
"de_to_en_industrial_translator",
"dense_depth_map_completer",
"dental_caries_xray_triage",
"detection",
"dicom_medical_image_compressor",
"dns_tunneling_detector",
"docking_bay_dwell_analyzer",
"door_forced_open_detector",
"door_held_open_notifier",
"drone_acoustic_classifier",
"drone_detector",
"drone_perimeter_alert",
"ecg_arrhythmia_triage",
"emergency_phrase_translator",
"emergency_siren_detector",
"en_to_de_industrial_translator",
"en_to_es_speech_translator",
"en_to_fr_document_translator",
"en_to_ja_menu_translator",
"en_to_zh_subtitle_generator",
"endcap_promotional_gaze_tracker",
"endoscopy_polyps_triage",
"es_to_en_speech_translator",
"escalator_stoppage_detector",
"ev_charging_bay_hogging_detector",
"eye_gaze_direction_tracker",
"fabric_defect_inspector",
"facial_access_verifier",
"facial_blendshape_animator",
"fence_climbing_detector",
"fire_detector",
"fitting_room_occupancy_sensor",
"flood_water_level_gauge",
"flow_volume_anomaly_detector",
"food_package_seal_inspector",
"footwear_try_on_counter",
"forklift_detector",
"fr_to_en_document_translator",
"fundus_diabetic_retinopathy_triage",
"gaussian_splat_renderer",
"geotiff_raster_compressor",
"glass_break_detector",
"glass_vial_crack_inspector",
"grab_and_go_basket_tracker",
"gunshot_detector",
"h264_bitrate_downscaler",
"h265_video_transcoder",
"hand_mesh_pose_tracker",
"handwritten_form_ocr",
"handwritten_survey_digitizer",
"hazard_cone_detector",
"hdr_to_sdr_tone_mapper",
"heat_map_path_analyzer",
"highway_ramp_metering_analyzer",
"hov_lane_occupancy_verifier",
"identity_card_extractor",
"illegal_parking_meter",
"industrial_bearing_monitor",
"injection_molding_short_shot_inspector",
"instrument_gauge_ocr",
"insurance_claim_form_parser",
"interface_flapping_detector",
"intersection_turning_count_analyzer",
"invoice_data_extractor",
"ip_fragmentation_attack_detector",
"iris_biometric_authenticator",
"ja_to_en_menu_translator",
"jpeg_to_webp_converter",
"json_to_protobuf_serializer",
"label_alignment_inspector",
"language_identifier",
"legal_contract_clause_tagger",
"license_plate_barrier_opener",
"license_plate_ocr",
"live_dialogue_interpreter",
"livestock_counter",
"loitering_at_atm_detector",
"loitering_detector",
"loss_prevention_sweethearting_detector",
"lossless_log_zstd_compressor",
"luggage_counter",
"mammogram_mass_triage",
"medical_prescription_parser",
"mesh_simplifier_lod",
"meter_reading_ocr",
"multicast_storm_suppressor",
"multilingual_sign_translator",
"noise_pollution_monitor",
"ntp_clock_drift_monitor",
"occlusion_culling_optimizer",
"ocean_wave_height_buoy_analyzer",
"ocr",
"package_xray_contraband_screener",
"packet_jitter_analyzer",
"paint_scratch_inspector",
"pallet_counter",
"parking_spot_counter",
"parquet_columnar_encoder",
"passport_mrz_ocr",
"pcb_solder_bridge_inspector",
"pedestrian_crosswalk_occupancy_sensor",
"pedestrian_detector",
"people_counter",
"perimeter_intrusion_detector",
"photorealistic_light_estimator",
"planogram_compliance_checker",
"point_cloud_draco_compressor",
"point_cloud_mesher",
"pothole_road_surface_scanner",
"ppe_detector",
"prescription_label_ocr",
"produce_ripeness_scanner",
"product_unit_counter",
"puddle_detector",
"purchase_order_matcher",
"queue_length_analyzer",
"radiation_geiger_counter_monitor",
"rail_crossing_blockage_detector",
"rail_level_crossing_queue_monitor",
"receipt_expense_categorizer",
"receipt_text_ocr",
"refrigeration_temperature_compliance_logger",
"retinal_oct_macular_edema_triage",
"rogue_dhcp_server_detector",
"roundabout_gap_analyzer",
"rubber_o_ring_flaw_inspector",
"runway_incursion_detector",
"school_zone_speed_monitor",
"seat_occupancy_counter",
"secure_server_rack_door_monitor",
"self_checkout_item_mismatch_detector",
"shadow_map_projector",
"sheet_metal_burr_inspector",
"shelf_out_of_stock_detector",
"shelf_tag_ocr",
"shipping_label_ocr",
"shipping_manifest_digitizer",
"shopper_gender_age_estimator",
"shopping_basket_volume_estimator",
"shopping_cart_detector",
"skin_lesion_melanoma_triage",
"slam_pose_tracker",
"slip_and_fall_detector",
"soil_moisture_irrigation_controller",
"solar_cell_microcrack_inspector",
"solar_panel_counter",
"spatial_audio_binauralizer",
"speaker_diarization",
"speech_to_text",
"speeding_vehicle_detector",
"spill_detector",
"spinal_fracture_xray_triage",
"ssl_certificate_expiry_watcher",
"stroke_mri_diffusion_triage",
"structural_vibration_accelerometer",
"surface_plane_detector",
"tablet_pill_blister_inspector",
"tailgating_access_interceptor",
"tailgating_detector",
"tax_form_w2_parser",
"tcp_retransmission_monitor",
"technical_terminology_normalizer",
"texture_atlas_baker",
"threaded_screw_inspector",
"time_series_gorilla_compressor",
"tire_dot_ocr",
"tls_fingerprint_classifier",
"toxic_gas_h2s_leak_detector",
"traffic_congestion_analyzer",
"traffic_incident_detector",
"traffic_light_violation_detector",
"tree_crown_counter",
"turbine_blade_thermal_inspector",
"ultrasound_dvt_triage",
"unattended_baggage_detector",
"under_vehicle_inspection_scanner",
"utility_bill_parser",
"uv_index_solar_radiometer",
"vehicle_counter",
"vehicle_detector",
"video_keyframe_extractor",
"vin_ocr",
"virtual_object_occlusion_masker",
"visitor_id_scanner",
"voice_stress_analyzer",
"volatile_organic_compound_voc_sensor",
"wake_word_spotter",
"water_leak_acoustic_detector",
"water_turbidity_clarity_meter",
"weapon_detector",
"weld_seam_flaw_inspector",
"wifi_channel_interference_analyzer",
"wildfire_thermal_hotspot_detector",
"work_zone_merge_compliance_monitor",
"wrist_scaphoid_fracture_triage",
"wrong_way_driver_detector",
"zh_to_en_subtitle_generator",
"unsupported"
],
"data_counts": {
"model_type": "clf_all",
"label_space_size": 255,
"synthetic_descriptions": 254,
"dev_cases": 300,
"adaptation_examples": 0,
"total_examples": 554
},
"adaptation_examples_count": 0,
"epochs": 10,
"batch_size": 16,
"learning_rate": 5e-05,
"weight_decay": 0.01,
"max_len": 128,
"seed": 20260924,
"device": "mps",
"wall_time_s": 23.41496992111206,
"final_train_loss": 1.744660261305661
}