Natural Language Processing Areas of Development

Natural Language Processing Areas of Development

Stella Polaris Knowledge Center
Stella Polaris Knowledge Center
Area (Click to open)
Short description
Reason for Being Key Area
Crime Phase
Technology
Purpose
Expand existing solutions to new countries

Most existing solutions are only used in a few number of areas, while they could be useful in most countries.

πŸ€•Identified Organizational Pain Point
Detect CSAM on encrypted devices

Nearly half of the surveyed police officers reported that encryption is the biggest challenge they face in child sexual abuse investigations, according to NetClean Report 2019.

πŸ€•Identified Organizational Pain Point
βš–οΈProsecution
πŸ’»Device extraction/search
πŸ§‘β€βš–οΈPerpetrator prosecution
Speed up co-op from social media platforms

Social media companies sometimes are so slow to provide information requested by the police, that evidence is gone.

πŸ€•Identified Organizational Pain Point
βš–οΈProsecution
πŸ§‘β€βš–οΈPerpetrator prosecution
Digital Post Crime Solutions

This area currently has very few tools/projects, indicating it might be low hanging fruit that can bring great improvements.

βšͺLack of Tools/Projects in Area
β€οΈβ€πŸ©ΉPost-crime efforts
Detect self-production of live-streaming

Voluntarily and induced (through grooming or sexual extortion) self-produced live-streamed child sexual abuse were both reported to be common types of live-streamed material in investigations. -Netclean report 2019

βšͺLack of Tools/Projects in Area
🚨Detection
🚨Grooming detection/prevention
Automatic in-chat grooming detection

There's been an increase in grooming cases on social media and gaming platform, and a relative lack of tools/project aimed at detecting it.

βšͺLack of Tools/Projects in Area
🚨Detection
🚨Grooming detection/prevention
Therapy Chatbot for Abuse Survivors

A therapy chatbot could anonymously help children cope with trauma, and could be a first step towards talking to a parent or a therapist.

βšͺLack of Tools/Projects in AreaπŸ’»Technological Trend
β€οΈβ€πŸ©ΉPost-crime efforts
πŸ” Text analysis/processing
Advanced Network Analysis

Advanced network analysis using deep learning flags suspicious accounts and prevents grooming attempts on child-friendly platforms (social media, gaming sites)

πŸ’»Technological Trend
πŸ”Prevention
πŸ“ŠData analysis and management
🚨Grooming detection/prevention
Automatic flagging of CSAM

Automatic, flagging of CSAM on relevant platforms β€œat its source” helps remove material before it is circulated.

πŸ’»Technological Trend
🚨Detection
πŸ–ΌοΈImage and video detection/classification
πŸ›‘Consumption of child abuse material prevention
Advanced Visual Recognition of Child Sexual Abuse

Computer vision AI with advanced age, object, voice, location and facial recognition capabilities to gather more context on image for more accurate and quicker victim and perpetrator identification.

πŸ’»Technological Trend
🚨Detectionβš–οΈProsecution
πŸ–ΌοΈImage and video detection/classification
πŸ›‘Consumption of child abuse material preventionπŸ•΅οΈβ€β™€οΈPerpetrator investigation
Automatic risk analysis of text

Language processing AI for advanced risk detection, analyzing text to assess abuse risk β€œpre-facto” of any given piece of content.

πŸ’»Technological Trend
πŸ”Prevention
πŸ” Text analysis/processing
🚨Grooming detection/prevention
Video Clustering for Identification

Data-rich pattern recognition AI for advanced grouping and prioritization tools, using deep learning to cluster videos with the same voice, location and child’s face.

πŸ’»Technological Trend
βš–οΈProsecution
πŸ”ŽFacial/object detection
πŸ†”Identification
On-device Content Blocking

On-device content blocking AI built into mobile hardware for real-time, dynamic filtering and blocking.

πŸ’»Technological Trend
πŸ”Prevention
πŸ–ΌοΈImage and video detection/classification
πŸ›‘Consumption of child abuse material prevention
Therapy Chatbot for Perpetrators

Chatbots where perpetrators can get help anonymously with how to cope with their desires. Further the chatbot can recommend anonymous hotlines for the perpetrator.

πŸ’»Technological Trend
πŸ”Prevention
πŸ” Text analysis/processing
πŸ›‘Consumption of child abuse material prevention
Hidden CSAM marketing detection

AI that can detect if sites or social media pages are secretly marketing CSAM, disguised as legal content, like marketing using dressed children to market CSAM.

πŸ’»Technological Trend
πŸ”Prevention
πŸ” Text analysis/processing
πŸ›‘Consumption of child abuse material prevention
AI text content moderators

AI's that based on specific online communities policies can flag and remove content as it is created.

πŸ’»Technological Trend
πŸ”Prevention
πŸ” Text analysis/processing
πŸ›‘Consumption of child abuse material prevention
πŸ‘‰
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