Claude Opus 5.5
Devseis AI Act Classifier v6 data: train/val/test, scenarios, change logs
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https://huggingface.co/datasets/Devseis/devseis-ai-act-classifier-v6-data/resolve/main/data/test_v6.csv
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hf download hf://datasets/Devseis/devseis-ai-act-classifier-v6-data/data/test_v6.csv
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curl -L -o test_v6.csv https://huggingface.co/datasets/Devseis/devseis-ai-act-classifier-v6-data/resolve/main/data/test_v6.csv
29.1 kB
| text,label | |
| A system that targets people going through bankruptcy with manipulative loan offers timed to their financial desperation.,prohibited | |
| "Proposed use case: a wildfire-spread forecasting tool used for general disaster planning, not linked to any specific dispatch decision.",minimal_risk | |
| A startup is building software assigning primary-school children to public schools based on home address and catchment-area rules.,high_risk | |
| Our client wants to deploy a tool that replaces personal names with initials in court judgments before publication.,minimal_risk | |
| A startup is building software controlling the safety shut-off logic for a regional electricity substation.,high_risk | |
| "Our client wants to deploy an AI system drafting judicial decisions by analysing case facts, submissions and applicable case law.",high_risk | |
| A startup is building a platform that shows voters individually tailored persuasive political messaging intended to shift their vote.,high_risk | |
| We are developing software controlling the safety shut-off logic for a regional electricity substation.,high_risk | |
| We're planning to build a system monitoring webcam footage during standardised testing to detect prohibited behaviour like unauthorised device use.,high_risk | |
| We're planning to build a telecom company's automated phone line handling billing questions in natural conversation.,limited_risk | |
| Proposed use case: an AI system generating individualised suspect risk profiles from neighbourhood and registry data during a missing-child case.,high_risk | |
| We're planning to build a prison system predicting an offender's reoffending likelihood from criminal record and in-facility behaviour.,high_risk | |
| "We are developing a theatre company producing an AI-generated trailer voiced by a synthetic narrator, labelled as AI-made.",limited_risk | |
| "We are developing an AI speech-to-text tool transcribing court hearing audio into a written record, without any legal analysis.",minimal_risk | |
| "Proposed use case: software flagging a group of arriving passengers for a routine health check based on flight-level epidemiological data, applied equally to everyone on the flight.",minimal_risk | |
| We're planning to build an AI tool that analyses video interview recordings to score candidates before a hiring manager sees the footage.,high_risk | |
| "A city-run app that combines school attendance, grocery purchases and social media activity into one score used to deny families public housing.",prohibited | |
| "We're planning to build software assessing human-trafficking vulnerability from indicators like age, documentation status and travel patterns.",high_risk | |
| We are developing an app recommending recipes based on ingredients a user already has.,minimal_risk | |
| We are developing an AI concierge on a hotel's website chatting directly with guests about bookings.,limited_risk | |
| Our client wants to deploy a therapy app using AI-guided cognitive behavioural therapy techniques with a patient's explicit informed consent.,minimal_risk | |
| We're planning to build a police profiling tool used during an active criminal investigation to narrow down a suspect pool.,high_risk | |
| We are developing an AI scheduling assistant coordinating interview time slots between candidates and recruiters.,minimal_risk | |
| "A startup is building a courier company's AI flagging shipping-label mistakes for an employee to fix, not evaluating the employee.",minimal_risk | |
| "A startup is building a language-learning app's AI that decides a learner's official proficiency level, steering their curriculum path.",high_risk | |
| Proposed use case: a fitness app suggesting a workout plan based on a user's stated goals.,minimal_risk | |
| "A courier company's AI flagging shipping-label mistakes for an employee to fix, not evaluating the employee.",minimal_risk | |
| "We are developing a language-learning app's AI that decides a learner's official proficiency level, steering their curriculum path.",high_risk | |
| "We're planning to build a city-run app that combines school attendance, grocery purchases and social media activity into one score used to deny families public housing.",prohibited | |
| We are developing an AI system that calls customers after delivery and asks them about their experience in a spoken conversation.,limited_risk | |
| We're planning to build a studio creating an AI digital double of an actor for a film scene with the actor's written consent.,limited_risk | |
| Our client wants to deploy a political chatbot conversing with voters to persuade them toward a specific candidate.,high_risk | |
| Our client wants to deploy an app recommending recipes based on ingredients a user already has.,minimal_risk | |
| "Software flagging a group of arriving passengers for a routine health check based on flight-level epidemiological data, applied equally to everyone on the flight.",minimal_risk | |
| We are developing software setting a person's health-insurance premium based on an automated risk assessment of their lifestyle data.,high_risk | |
| We are developing an AI tool assessing how reliable a piece of forensic evidence is during a criminal prosecution.,high_risk | |
| "Our client wants to deploy a courier company's AI flagging shipping-label mistakes for an employee to fix, not evaluating the employee.",minimal_risk | |
| Proposed use case: a system monitoring webcam footage during standardised testing to detect prohibited behaviour like unauthorised device use.,high_risk | |
| "Our client wants to deploy a maritime AI system used solely to detect obstacles and avoid collisions, with no link to border enforcement.",minimal_risk | |
| A startup is building a meeting-notes app summarising a call for the people who were already on it.,minimal_risk | |
| "We're planning to build a wildfire-spread forecasting tool used for general disaster planning, not linked to any specific dispatch decision.",minimal_risk | |
| A startup is building a police profiling tool used during an active criminal investigation to narrow down a suspect pool.,high_risk | |
| A startup is building an app suggesting further study options to a student based on interests and career goals they entered themselves.,minimal_risk | |
| A startup is building a system that targets people going through bankruptcy with manipulative loan offers timed to their financial desperation.,prohibited | |
| Quick question: we run a tool that replaces personal names with initials in court judgments before publication. What applies to us?,minimal_risk | |
| Proposed use case: an AI system that calls customers after delivery and asks them about their experience in a spoken conversation.,limited_risk | |
| "Proposed use case: a maritime AI system used solely to detect obstacles and avoid collisions, with no link to border enforcement.",minimal_risk | |
| A startup is building an AI system generating individualised suspect risk profiles from neighbourhood and registry data during a missing-child case.,high_risk | |
| We are developing software classifying students with special educational needs into appropriate support programmes.,high_risk | |
| Proposed use case: a dating-safety startup inferring users' sexual orientation from uploaded selfies without consent.,prohibited | |
| A startup is building software analysing biometric data from photos to guess a person's sexual orientation for a dating-safety product.,prohibited | |
| Proposed use case: a financial newsletter auto-generating market commentary articles published directly to subscribers.,limited_risk | |
| Software assigning primary-school children to public schools based on home address and catchment-area rules.,high_risk | |
| We're planning to build an admissions 'triage helper' that profiles applicants' social-media activity to decide the order in which staff read the files.,high_risk | |
| "Proposed use case: an AI tool verifying whether a submitted health-insurance claim matches the policy terms, after the policy is already in force.",minimal_risk | |
| Our client wants to deploy software comparing a residence-permit applicant's current statements against prior submissions to flag discrepancies.,high_risk | |
| Marketing software that exploits subconscious psychological triggers to get users to sign away data rights they would normally refuse.,prohibited | |
| "We're planning to build an AI system drafting judicial decisions by analysing case facts, submissions and applicable case law.",high_risk | |
| A startup is building a fitness app suggesting a workout plan based on a user's stated goals.,minimal_risk | |
| "Our client wants to deploy an AI tool verifying whether a submitted health-insurance claim matches the policy terms, after the policy is already in force.",minimal_risk | |
| A startup is building a hospital's AI tool optimising operating-theatre booking schedules.,minimal_risk | |
| We are developing an AI tool categorising support tickets as 'billing' or 'technical' for internal routing only.,minimal_risk | |
| We're planning to build software that crawls public CCTV footage feeds to continuously expand a facial-recognition matching database.,prohibited | |
| We're planning to build AI-based exam proctoring software flagging students for suspected cheating during an online test.,high_risk | |
| "We are developing a cybersecurity monitoring tool watching for anomalies in energy-grid network traffic, independent of physical controls.",minimal_risk | |
| We're planning to build a company sweeping up faces from livestreams and public video at scale to add them to its face recognition dataset.,prohibited | |
| "A startup is building a theatre company producing an AI-generated trailer voiced by a synthetic narrator, labelled as AI-made.",limited_risk | |
| We are developing software that crawls public CCTV footage feeds to continuously expand a facial-recognition matching database.,prohibited | |
| We are developing a service generating sexually explicit videos of named actresses without their consent.,prohibited | |
| We're planning to build an AI system that calls customers after delivery and asks them about their experience in a spoken conversation.,limited_risk | |
| Proposed use case: an AI enemy character's combat behaviour in a video game.,minimal_risk | |
| "A startup is building a maritime AI system used solely to detect obstacles and avoid collisions, with no link to border enforcement.",minimal_risk | |
| We are developing a prison system predicting an offender's reoffending likelihood from criminal record and in-facility behaviour.,high_risk | |
| Proposed use case: a prison system predicting an offender's reoffending likelihood from criminal record and in-facility behaviour.,high_risk | |
| Proposed use case: workplace software continuously monitoring and scoring employees' on-the-job behaviour for management decisions.,high_risk | |
| Proposed use case: software evaluating whether a signature or document was forged as part of a criminal investigation.,high_risk | |
| A startup is building an AI concierge on a hotel's website chatting directly with guests about bookings.,limited_risk | |
| "We are developing a city-run app that combines school attendance, grocery purchases and social media activity into one score used to deny families public housing.",prohibited | |
| A startup is building software analysing a city council's call-volume data to plan how many staff to put on the phones.,minimal_risk | |
| "We are developing software assessing human-trafficking vulnerability from indicators like age, documentation status and travel patterns.",high_risk | |
| The tender asks for a tool that counts how full meeting rooms are from door sensors to plan cleaning rounds.,minimal_risk | |
| Proposed use case: a video generator whose operators removed its safeguards so that it outputs sexual content depicting minors.,prohibited | |
| Software analysing biometric data from photos to guess a person's sexual orientation for a dating-safety product.,prohibited | |
| We are developing an admissions 'triage helper' that profiles applicants' social-media activity to decide the order in which staff read the files.,high_risk | |
| We're planning to build an automated voice line for a city council that talks with residents about bin collection and parking permits.,limited_risk | |
| We are developing an AI tool that analyses video interview recordings to score candidates before a hiring manager sees the footage.,high_risk | |
| Our client wants to deploy a video generator whose operators removed its safeguards so that it outputs sexual content depicting minors.,prohibited | |
| An app suggesting further study options to a student based on interests and career goals they entered themselves.,minimal_risk | |
| Proposed use case: software determining whether a student should be placed in a remedial or advanced programme based on an automated assessment.,high_risk | |
| Our client wants to deploy a stadium's live biometric camera system identifying any attendee in real time for general crowd management.,high_risk | |
| "We're planning to build a film studio de-ageing an actor with AI for flashback scenes, with the actor's agreement.",limited_risk | |
| "We're planning to build a public square's live biometric camera network identifying any pedestrian in real time, used for general crime monitoring rather than one of the narrow permitted purposes.",prohibited | |
| Our client wants to deploy a police profiling tool used during an active criminal investigation to narrow down a suspect pool.,high_risk | |
| We are developing a hospital's AI tool optimising operating-theatre booking schedules.,minimal_risk | |
| We are developing a phone-based voice assistant taking restaurant orders in conversation with callers.,limited_risk | |
| "A startup is building a public square's live biometric camera network identifying any pedestrian in real time, used for general crime monitoring rather than one of the narrow permitted purposes.",prohibited | |
| Software evaluating whether a signature or document was forged as part of a criminal investigation.,high_risk | |
| "Our client wants to deploy a cybersecurity monitoring tool watching for anomalies in energy-grid network traffic, independent of physical controls.",minimal_risk | |
| "Proposed use case: an AI in-vitro diagnostic tool interpreting blood-test results to detect sepsis, assessed by a notified body.",high_risk | |
| We're planning to build software that searches social media and job boards to source and shortlist candidates against recruiter criteria.,high_risk | |
| A startup is building an admissions 'triage helper' that profiles applicants' social-media activity to decide the order in which staff read the files.,high_risk | |
| Hospital triage software automatically classifying incoming emergency patients by urgency.,high_risk | |
| A startup is building a financial newsletter auto-generating market commentary articles published directly to subscribers.,limited_risk | |
| Proposed use case: a company sweeping up faces from livestreams and public video at scale to add them to its face recognition dataset.,prohibited | |
| Proposed use case: an AI safety controller on an autonomous forklift that stops it when a person steps into its path.,high_risk | |
| "Our client wants to deploy an AI tool transcribing a panicked emergency caller's words into text to save the call-taker time, without judging urgency.",minimal_risk | |
| A startup is building a service generating sexually explicit videos of named actresses without their consent.,prohibited | |
| A startup is building software setting a person's health-insurance premium based on an automated risk assessment of their lifestyle data.,high_risk | |
| We're planning to build a tool that counts how full meeting rooms are from door sensors to plan cleaning rounds.,minimal_risk | |
| Our client wants to deploy a telecom company's automated phone line handling billing questions in natural conversation.,limited_risk | |
| "We're planning to build a classroom camera system inferring students' emotional states (boredom, frustration) to flag them to teachers, with no safety justification.",prohibited | |
| "An AI in-vitro diagnostic tool interpreting blood-test results to detect sepsis, assessed by a notified body.",high_risk | |
| A stadium's live biometric camera system identifying any attendee in real time for general crowd management.,high_risk | |
| A service generating sexually explicit videos of named actresses without their consent.,prohibited | |
| A domestic-violence risk-assessment tool analysing police reports and prior incidents to score a potential victim's risk.,high_risk | |
| A startup is building a political chatbot conversing with voters to persuade them toward a specific candidate.,high_risk | |
| We're planning to build a tool detecting duplicate rows in an imported spreadsheet.,minimal_risk | |
| Proposed use case: AI-based exam proctoring software flagging students for suspected cheating during an online test.,high_risk | |
| Proposed use case: an AI concierge on a hotel's website chatting directly with guests about bookings.,limited_risk | |
| "Proposed use case: an AI speech-to-text tool transcribing court hearing audio into a written record, without any legal analysis.",minimal_risk | |
| Proposed use case: software that searches social media and job boards to source and shortlist candidates against recruiter criteria.,high_risk | |
| Proposed use case: hospital triage software automatically classifying incoming emergency patients by urgency.,high_risk | |
| Proposed use case: an AI scheduling assistant coordinating interview time slots between candidates and recruiters.,minimal_risk | |
| We are developing software analysing a city council's call-volume data to plan how many staff to put on the phones.,minimal_risk | |
| A dating-safety startup inferring users' sexual orientation from uploaded selfies without consent.,prohibited | |
| Our client wants to deploy software that crawls public CCTV footage feeds to continuously expand a facial-recognition matching database.,prohibited | |
| A startup is building a system monitoring webcam footage during standardised testing to detect prohibited behaviour like unauthorised device use.,high_risk | |
| Software setting a person's health-insurance premium based on an automated risk assessment of their lifestyle data.,high_risk | |
| "We're planning to build an AI tool verifying whether a submitted health-insurance claim matches the policy terms, after the policy is already in force.",minimal_risk | |
| We're planning to build software evaluating whether a signature or document was forged as part of a criminal investigation.,high_risk | |
| A startup is building workplace software continuously monitoring and scoring employees' on-the-job behaviour for management decisions.,high_risk | |
| We're planning to build an AI tool assessing how reliable a piece of forensic evidence is during a criminal prosecution.,high_risk | |
| A startup is building a virtual shop assistant avatar on a fashion website that talks customers through size choices by voice.,limited_risk | |
| Our client wants to deploy a platform that shows voters individually tailored persuasive political messaging intended to shift their vote.,high_risk | |
| We are developing a system that targets people going through bankruptcy with manipulative loan offers timed to their financial desperation.,prohibited | |
| We are developing an AI safety controller on an autonomous forklift that stops it when a person steps into its path.,high_risk | |
| "A startup is building software flagging a group of arriving passengers for a routine health check based on flight-level epidemiological data, applied equally to everyone on the flight.",minimal_risk | |
| Our client wants to deploy a virtual shop assistant avatar on a fashion website that talks customers through size choices by voice.,limited_risk | |
| We're planning to build a hospital's AI tool optimising operating-theatre booking schedules.,minimal_risk | |
| We are developing an automated voice line for a city council that talks with residents about bin collection and parking permits.,limited_risk | |
| We are developing a studio creating an AI digital double of an actor for a film scene with the actor's written consent.,limited_risk | |
| We are developing a dating-safety startup inferring users' sexual orientation from uploaded selfies without consent.,prohibited | |
| Proposed use case: a tool detecting duplicate rows in an imported spreadsheet.,minimal_risk | |
| We're planning to build software classifying students with special educational needs into appropriate support programmes.,high_risk | |
| A therapy app using AI-guided cognitive behavioural therapy techniques with a patient's explicit informed consent.,minimal_risk | |
| "A startup is building a film studio de-ageing an actor with AI for flashback scenes, with the actor's agreement.",limited_risk | |
| A startup is building an AI safety controller on an autonomous forklift that stops it when a person steps into its path.,high_risk | |
| "Our client wants to deploy an AI in-vitro diagnostic tool interpreting blood-test results to detect sepsis, assessed by a notified body.",high_risk | |
| We're planning to build a meeting-notes app summarising a call for the people who were already on it.,minimal_risk | |
| "A startup is building a cybersecurity monitoring tool watching for anomalies in energy-grid network traffic, independent of physical controls.",minimal_risk | |
| "Call-centre software analysing agents' voice tone to infer stress or frustration levels purely for management review, unrelated to safety.",prohibited | |
| Software controlling the safety shut-off logic for a regional electricity substation.,high_risk | |
| "We're planning to build an AI speech-to-text tool transcribing court hearing audio into a written record, without any legal analysis.",minimal_risk | |
| We are developing a platform that shows voters individually tailored persuasive political messaging intended to shift their vote.,high_risk | |
| A startup is building a stadium's live biometric camera system identifying any attendee in real time for general crowd management.,high_risk | |
| An AI enemy character's combat behaviour in a video game.,minimal_risk | |
| "We're planning to build an AI tool transcribing a panicked emergency caller's words into text to save the call-taker time, without judging urgency.",minimal_risk | |
| We are developing software determining whether a student should be placed in a remedial or advanced programme based on an automated assessment.,high_risk | |
| A virtual shop assistant avatar on a fashion website that talks customers through size choices by voice.,limited_risk | |
| We're planning to build a financial newsletter auto-generating market commentary articles published directly to subscribers.,limited_risk | |
| We are developing marketing software that exploits subconscious psychological triggers to get users to sign away data rights they would normally refuse.,prohibited | |
| A political chatbot conversing with voters to persuade them toward a specific candidate.,high_risk | |
| "We are developing an AI tool transcribing a panicked emergency caller's words into text to save the call-taker time, without judging urgency.",minimal_risk | |
| Our client wants to deploy a meeting-notes app summarising a call for the people who were already on it.,minimal_risk | |
| We're planning to build an app recommending recipes based on ingredients a user already has.,minimal_risk | |
| We're planning to build a fitness app suggesting a workout plan based on a user's stated goals.,minimal_risk | |
| "A film studio de-ageing an actor with AI for flashback scenes, with the actor's agreement.",limited_risk | |
| We're planning to build an AI system generating individualised suspect risk profiles from neighbourhood and registry data during a missing-child case.,high_risk | |
| A startup is building AI-based exam proctoring software flagging students for suspected cheating during an online test.,high_risk | |
| A phone-based voice assistant taking restaurant orders in conversation with callers.,limited_risk | |
| A startup is building a domestic-violence risk-assessment tool analysing police reports and prior incidents to score a potential victim's risk.,high_risk | |
| Our client wants to deploy a studio creating an AI digital double of an actor for a film scene with the actor's written consent.,limited_risk | |
| We're planning to build software comparing a residence-permit applicant's current statements against prior submissions to flag discrepancies.,high_risk | |
| Proposed use case: an app suggesting further study options to a student based on interests and career goals they entered themselves.,minimal_risk | |
| We're planning to build a phone-based voice assistant taking restaurant orders in conversation with callers.,limited_risk | |
| An automated voice line for a city council that talks with residents about bin collection and parking permits.,limited_risk | |
| Our client wants to deploy software classifying students with special educational needs into appropriate support programmes.,high_risk | |
| My company sells a company sweeping up faces from livestreams and public video at scale to add them to its face recognition dataset. Do we need to do anything?,prohibited | |
| A startup is building an AI tool that analyses video interview recordings to score candidates before a hiring manager sees the footage.,high_risk | |
| A video generator whose operators removed its safeguards so that it outputs sexual content depicting minors.,prohibited | |
| "Software assessing human-trafficking vulnerability from indicators like age, documentation status and travel patterns.",high_risk | |
| We are developing software assigning primary-school children to public schools based on home address and catchment-area rules.,high_risk | |
| Proposed use case: marketing software that exploits subconscious psychological triggers to get users to sign away data rights they would normally refuse.,prohibited | |
| We are developing workplace software continuously monitoring and scoring employees' on-the-job behaviour for management decisions.,high_risk | |
| We are developing hospital triage software automatically classifying incoming emergency patients by urgency.,high_risk | |
| Our client wants to deploy a tool that counts how full meeting rooms are from door sensors to plan cleaning rounds.,minimal_risk | |
| We are developing a therapy app using AI-guided cognitive behavioural therapy techniques with a patient's explicit informed consent.,minimal_risk | |
| "A startup is building a wildfire-spread forecasting tool used for general disaster planning, not linked to any specific dispatch decision.",minimal_risk | |
| Proposed use case: an AI tool assessing how reliable a piece of forensic evidence is during a criminal prosecution.,high_risk | |
| A startup is building a tool that replaces personal names with initials in court judgments before publication.,minimal_risk | |
| Proposed use case: software analysing biometric data from photos to guess a person's sexual orientation for a dating-safety product.,prohibited | |
| "A startup is building a classroom camera system inferring students' emotional states (boredom, frustration) to flag them to teachers, with no safety justification.",prohibited | |
| Proposed use case: software analysing a city council's call-volume data to plan how many staff to put on the phones.,minimal_risk | |
| Proposed use case: an AI tool categorising support tickets as 'billing' or 'technical' for internal routing only.,minimal_risk | |
| We're planning to build an AI tool categorising support tickets as 'billing' or 'technical' for internal routing only.,minimal_risk | |
| Software determining whether a student should be placed in a remedial or advanced programme based on an automated assessment.,high_risk | |
| "We're planning to build call-centre software analysing agents' voice tone to infer stress or frustration levels purely for management review, unrelated to safety.",prohibited | |
| Our client wants to deploy an AI scheduling assistant coordinating interview time slots between candidates and recruiters.,minimal_risk | |
| We are developing a telecom company's automated phone line handling billing questions in natural conversation.,limited_risk | |
| We're planning to build a domestic-violence risk-assessment tool analysing police reports and prior incidents to score a potential victim's risk.,high_risk | |
| "Our client wants to deploy a public square's live biometric camera network identifying any pedestrian in real time, used for general crime monitoring rather than one of the narrow permitted purposes.",prohibited | |
| "My company sells a theatre company producing an AI-generated trailer voiced by a synthetic narrator, labelled as AI-made. Do we need to do anything?",limited_risk | |
| A startup is building an AI enemy character's combat behaviour in a video game.,minimal_risk | |
| We are developing software comparing a residence-permit applicant's current statements against prior submissions to flag discrepancies.,high_risk | |
| We are developing software that searches social media and job boards to source and shortlist candidates against recruiter criteria.,high_risk | |
| "Our client wants to deploy a language-learning app's AI that decides a learner's official proficiency level, steering their curriculum path.",high_risk | |
| "Proposed use case: an AI system drafting judicial decisions by analysing case facts, submissions and applicable case law.",high_risk | |
| A tool detecting duplicate rows in an imported spreadsheet.,minimal_risk | |
| "Our client wants to deploy a classroom camera system inferring students' emotional states (boredom, frustration) to flag them to teachers, with no safety justification.",prohibited | |
| "Proposed use case: call-centre software analysing agents' voice tone to infer stress or frustration levels purely for management review, unrelated to safety.",prohibited | |