AI act
il dataset adeguato per l'algoritmo del giudice civile
IRENE RAINONE
01
PERTINENZA
Un dato si qualifica come pertinente se risulta essenziale per il conseguimento della finalità prevista dal sistema di Intelligenza Artificiale
02
RAPPRESENTATIVITà
Un dataset può essere considerato sufficientemente rappresentativo se riflette in modo bilanciato la diversità, la diffusione e la stratificazione delle interpretazioni e delle prassi nell'ordinamento.
03
ASSENZA DI ERRORI
Il requisito di un dataset "esente da errori" è il più delicato da applicare in ambito giuridico, poiché l'errore, in questo contesto, è spesso di natura interpretativa e relativa
04
COMPLETEZZA
Un dataset è completo quando include tutti gli elementi necessari per la comprensione del fenomeno legale in esame
References
• Sacco, Rodolfo. Legal Formants: A Dynamic Approach to Comparative Law (Installment I of II). The American Journal of Comparative Law, Vol. 39, No. 1 (Winter, 1991), pp. 1-34. (Focus Tematico: La Teoria dei Formanti Legali, i Crittotipi e la "Disarmonia" come elementi essenziali del Diritto Vivente).
• De Felice, Massimo. Su probabilità, «precedente» e calcolabilità giuridica. Rivista di Diritto Processuale, 6/2017, pp. 1546 ss. (Focus Tematico: L'Intelligenza Artificiale come "sistema di inferenza probabilistica" e l'esigenza di definire la "calcolabilità giuridica" attraverso l'analisi dei precedenti e la gestione del "rumore" statistico).
• Cavallone, Bruno. Sulla citazione dei «precedenti» negli scritti forensi. Rivista di Diritto Processuale, 1/2018, pp. 150-154. (Focus Tematico: L'importanza del "precedente orizzontale" di merito, l'insufficienza del Formante Giurisprudenziale di Cassazione e l'analisi fattuale contenuta negli atti, cruciale per la pertinenza).
• Livermore, Michael A. et al. Law Search in the Age of the Algorithm. Michigan State Law Review, 2020 Mich. St. L. Rev. 1183. (Focus Tematico: La differenza tra AI come "search" e "prediction", e la necessità di dati completi per raggiungere la "convergenza" e mitigare i bias).
Bibliografia
• L'intero processo di ricerca, correlazione concettuale e strutturazione del testo e della presentazione è stato facilitato attraverso l'uso di modelli di Intelligenza Artificiale Generativa (Gemini)
• Google Search (Ricerca per confermare l'uso e l'attualità dei concetti e acquisire i testi originali)
• Produzione del Contenuto Multimediale: GENIALLY
.
Metodologia di Sintesi e Strumenti di IA
Regolamento AI Act (UE) 2024/1689 (riferimento specifico: art. 10, comma 3, relativo alla qualità dei dati di addestramento, validazione e prova per i sistemi di IA ad alto rischio).
Fonti normative
GRAZIE PER L'ATTENZIONE
Index
Introduction
Objectives
Development
Conclusions
References
Introduction
Contextualize your topic with a subtitle
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere. Pose a dramatic question; it is the essential ingredient to keep the audience's attention. It is often posed subtly at the beginning of the story to intrigue the audience and is resolved at the end.
+ INFO
Objectives
Write a catchy subtitle here to provide context
Objective 4
Objective 3
Objective 2
Objective 1
That’s why at Genially we use AI (Awesome Interactivity) in our designs, to level up with interactivity and turn your content into something that adds value and engages.
Interactivity and animation can be your best allies to make content fun.
90% of the information we assimilate comes through sight, and we retain 42% more when the content is animated.
Do you need more reasons to create dynamic content to tell stories?
Write a brilliant headline
Contextualize your topic
What you read: interactivity and animation can turn the dullest content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and transform your content into something that adds value and engages. If you want to provide additional information or develop the content in more detail, you can do so through your oral presentation. We recommend that you train your voice and practice: the best improvisation is always the most rehearsed!
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a specific phrase or fact that sticks in your audience's memory and even embed external content that surprises: videos, photos, audio... whatever you want! Do you need more reasons to create dynamic content? Well: 90% of the information we absorb comes through sight, and we retain 42% more information when the content is animated.
+ INFO
Write a title here
Interactivity
Write a great subtitle here
Animation
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and promote it anywhere.
+ INFO
Creativity
A great title
Contextualize your topic with a subtitle
Define secondary messages with interactivity.
Plan the structure of your communication.
+ INFO
+ INFO
Measure the results.
Prioritize it and give visual weight to the main points.
+ INFO
+ INFO
Write a catchy headline
Contextualize your topic with a subtitle
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a specific phrase or fact that will be etched in your audience's memory and even embed external content that surprises: videos, photos, audios... Whatever you want! Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
What you read: interactivity and animation can turn boring content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages.
+ INFO
Here you can put a highlighted title
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and promote it anywhere.
+ INFO
From this label, we tell you that if you tap here, this element will disappear because we have activated the hide option when you press again while configuring the interactivity Show. Abracadabra!
A great title
Write a great subtitle here to provide context
3.5k
72M
Even if you explain it orally later
You can present the figures this way...
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a specific phrase or fact that sticks in your audience's memory and even embed external content that surprises: videos, photos, audio... Whatever you want!
What you read: interactivity and animation can make boring content fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages.
+ INFO
+ INFO
Insert a great video for your presentation
Write a great headline
You can add interactivity to your timeline.
Step 1
Also animations to make it fun.
Step 2
Contextualize your topic with a subtitle
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere. Visual content is a cross-cutting, universal language, like music. We are capable of understanding images from millions of years ago, even from other cultures.
The important thing is that everything fits the theme.
Step 3
And leave your audience speechless.
Step 4
Write a title here
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
+ INFO
Write a great headline
Contextualize your topic
We better capture visual content. Visual content is associated with cognitive and psychological mechanisms. Things enter through the eyes; the first image is what matters. We associate visual content with emotions.
Write a title here
Write a great subtitle here
You can create an outline to synthesize the content and use words that will stick in your audience's minds.
Show enthusiasm, flash a smile, and maintain eye contact with your audience: 'The eyes, chico. They never lie'. Leave them speechless.
If you are going to present live, we recommend that you train your voice and rehearse: the best improvisation is always the one that is most practiced!
Write a great headline
3,840,235€
Write a great subtitle here to provide context
Write a title here
20XX
20XX
20XX
20XX
20XX
Surprise
Plan
Design
Communicate
Structure
Write a great subtitle here to provide context
Write a great subtitle here to provide context
Write a great subtitle here to provide context
Write a great subtitle here to provide context
Write a great subtitle here to provide context
VS
WOW Presentation
Boring Presentation
You know a presentation is WOW when you keep your audience's attention, everyone absorbs the information you’ve shared, you turn interactivity and animation into allies, and you hear the applause of the audience.
You know a presentation is boring when you see that drowsiness takes over your audience, no one has understood anything you’ve said, you hear the snoring of your audience, and there is so much text that not even an image can fit.
+ INFO
+ INFO
Write a great headline
90%
of visual information is better assimilated.
50%
of our brain is involved in processing visual stimuli.
+12k
And the data will be recorded in your brain
Use tables and infographics
Contextualize your topic with a subtitle
Summary
Contextualize your topic with a subtitle
They allow for content synthesis
Help break the monotony
Illustrate what you want to tell
Through a scheme, to tell everything in an orderly manner.
With calmness and conciseness. Summarize the content.
Show enthusiasm! Breathe deeply and share what you came to say.
Tell stories by themselves
They are an aesthetic resource
Keep the brain awake
Managing your voice. It is your best companion.
After practicing a lot. The best improvisation is the one that is worked on!
Maintaining eye contact with your audience. 'The eyes, chico'.
Conclusions
Measure the results through Activity and analyze how they interact with your content with a premium plan.
Use interactivity and animation. They are your best allies to engage the content.
Prioritize the information to capture attention.
Plan your strategy and set achievable goals.
+ INFO
+ INFO
+ INFO
+ INFO
Thank You Very Much
First Last
Use this space to briefly describe your team: what you are called and what you do.
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a phrase or specific piece of information that will be etched in your audience's memory, and even embed external content that surprises: videos, photos, audios... Whatever you want!
With this feature...
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
Visual content is a cross-cutting, universal language, like music. We are able to understand images from millions of years ago, even from other cultures.
With this feature...
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
3.5k
Even if you explain it orally later
Pose a dramatic question; it is the essential ingredient for keeping the audience's attention. It is often posed subtly at the beginning of the story to intrigue the audience and is resolved at the end.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and promote it anywhere.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
72M
You can present the figures this way...
Pose a dramatic question; it is the essential ingredient for keeping the audience's attention. It is usually posed subtly at the beginning of the story to intrigue the audience and is resolved at the end.
TRICK
Interactivity is the key piece to capturing the interest and attention of your audience. A genially is interactive because your audience explores and engages with it.
What you read: interactivity and animation can turn the most boring content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages. If you want to provide additional information or develop the content in more detail, you can do so through your oral presentation. We recommend that you train your voice and practice: the best improvisation is always the most rehearsed!
Here you can put a highlighted title
What you read: interactivity and animation can turn the most boring content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages.
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
il dataset adeguato per l'algoritmo del giudice civile
Irene Rainone
Created on November 5, 2025
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Transcript
AI act
il dataset adeguato per l'algoritmo del giudice civile
IRENE RAINONE
01
PERTINENZA
Un dato si qualifica come pertinente se risulta essenziale per il conseguimento della finalità prevista dal sistema di Intelligenza Artificiale
02
RAPPRESENTATIVITà
Un dataset può essere considerato sufficientemente rappresentativo se riflette in modo bilanciato la diversità, la diffusione e la stratificazione delle interpretazioni e delle prassi nell'ordinamento.
03
ASSENZA DI ERRORI
Il requisito di un dataset "esente da errori" è il più delicato da applicare in ambito giuridico, poiché l'errore, in questo contesto, è spesso di natura interpretativa e relativa
04
COMPLETEZZA
Un dataset è completo quando include tutti gli elementi necessari per la comprensione del fenomeno legale in esame
References
• Sacco, Rodolfo. Legal Formants: A Dynamic Approach to Comparative Law (Installment I of II). The American Journal of Comparative Law, Vol. 39, No. 1 (Winter, 1991), pp. 1-34. (Focus Tematico: La Teoria dei Formanti Legali, i Crittotipi e la "Disarmonia" come elementi essenziali del Diritto Vivente). • De Felice, Massimo. Su probabilità, «precedente» e calcolabilità giuridica. Rivista di Diritto Processuale, 6/2017, pp. 1546 ss. (Focus Tematico: L'Intelligenza Artificiale come "sistema di inferenza probabilistica" e l'esigenza di definire la "calcolabilità giuridica" attraverso l'analisi dei precedenti e la gestione del "rumore" statistico). • Cavallone, Bruno. Sulla citazione dei «precedenti» negli scritti forensi. Rivista di Diritto Processuale, 1/2018, pp. 150-154. (Focus Tematico: L'importanza del "precedente orizzontale" di merito, l'insufficienza del Formante Giurisprudenziale di Cassazione e l'analisi fattuale contenuta negli atti, cruciale per la pertinenza). • Livermore, Michael A. et al. Law Search in the Age of the Algorithm. Michigan State Law Review, 2020 Mich. St. L. Rev. 1183. (Focus Tematico: La differenza tra AI come "search" e "prediction", e la necessità di dati completi per raggiungere la "convergenza" e mitigare i bias).
Bibliografia
• L'intero processo di ricerca, correlazione concettuale e strutturazione del testo e della presentazione è stato facilitato attraverso l'uso di modelli di Intelligenza Artificiale Generativa (Gemini) • Google Search (Ricerca per confermare l'uso e l'attualità dei concetti e acquisire i testi originali) • Produzione del Contenuto Multimediale: GENIALLY .
Metodologia di Sintesi e Strumenti di IA
Regolamento AI Act (UE) 2024/1689 (riferimento specifico: art. 10, comma 3, relativo alla qualità dei dati di addestramento, validazione e prova per i sistemi di IA ad alto rischio).
Fonti normative
GRAZIE PER L'ATTENZIONE
Index
Introduction
Objectives
Development
Conclusions
References
Introduction
Contextualize your topic with a subtitle
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere. Pose a dramatic question; it is the essential ingredient to keep the audience's attention. It is often posed subtly at the beginning of the story to intrigue the audience and is resolved at the end.
+ INFO
Objectives
Write a catchy subtitle here to provide context
Objective 4
Objective 3
Objective 2
Objective 1
That’s why at Genially we use AI (Awesome Interactivity) in our designs, to level up with interactivity and turn your content into something that adds value and engages.
Interactivity and animation can be your best allies to make content fun.
90% of the information we assimilate comes through sight, and we retain 42% more when the content is animated.
Do you need more reasons to create dynamic content to tell stories?
Write a brilliant headline
Contextualize your topic
What you read: interactivity and animation can turn the dullest content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and transform your content into something that adds value and engages. If you want to provide additional information or develop the content in more detail, you can do so through your oral presentation. We recommend that you train your voice and practice: the best improvisation is always the most rehearsed!
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a specific phrase or fact that sticks in your audience's memory and even embed external content that surprises: videos, photos, audio... whatever you want! Do you need more reasons to create dynamic content? Well: 90% of the information we absorb comes through sight, and we retain 42% more information when the content is animated.
+ INFO
Write a title here
Interactivity
Write a great subtitle here
Animation
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and promote it anywhere.
+ INFO
Creativity
A great title
Contextualize your topic with a subtitle
Define secondary messages with interactivity.
Plan the structure of your communication.
+ INFO
+ INFO
Measure the results.
Prioritize it and give visual weight to the main points.
+ INFO
+ INFO
Write a catchy headline
Contextualize your topic with a subtitle
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a specific phrase or fact that will be etched in your audience's memory and even embed external content that surprises: videos, photos, audios... Whatever you want! Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
What you read: interactivity and animation can turn boring content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages.
+ INFO
Here you can put a highlighted title
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and promote it anywhere.
+ INFO
From this label, we tell you that if you tap here, this element will disappear because we have activated the hide option when you press again while configuring the interactivity Show. Abracadabra!
A great title
Write a great subtitle here to provide context
3.5k
72M
Even if you explain it orally later
You can present the figures this way...
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a specific phrase or fact that sticks in your audience's memory and even embed external content that surprises: videos, photos, audio... Whatever you want!
What you read: interactivity and animation can make boring content fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages.
+ INFO
+ INFO
Insert a great video for your presentation
Write a great headline
You can add interactivity to your timeline.
Step 1
Also animations to make it fun.
Step 2
Contextualize your topic with a subtitle
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere. Visual content is a cross-cutting, universal language, like music. We are capable of understanding images from millions of years ago, even from other cultures.
The important thing is that everything fits the theme.
Step 3
And leave your audience speechless.
Step 4
Write a title here
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
+ INFO
Write a great headline
Contextualize your topic
We better capture visual content. Visual content is associated with cognitive and psychological mechanisms. Things enter through the eyes; the first image is what matters. We associate visual content with emotions.
Write a title here
Write a great subtitle here
You can create an outline to synthesize the content and use words that will stick in your audience's minds.
Show enthusiasm, flash a smile, and maintain eye contact with your audience: 'The eyes, chico. They never lie'. Leave them speechless.
If you are going to present live, we recommend that you train your voice and rehearse: the best improvisation is always the one that is most practiced!
Write a great headline
3,840,235€
Write a great subtitle here to provide context
Write a title here
20XX
20XX
20XX
20XX
20XX
Surprise
Plan
Design
Communicate
Structure
Write a great subtitle here to provide context
Write a great subtitle here to provide context
Write a great subtitle here to provide context
Write a great subtitle here to provide context
Write a great subtitle here to provide context
VS
WOW Presentation
Boring Presentation
You know a presentation is WOW when you keep your audience's attention, everyone absorbs the information you’ve shared, you turn interactivity and animation into allies, and you hear the applause of the audience.
You know a presentation is boring when you see that drowsiness takes over your audience, no one has understood anything you’ve said, you hear the snoring of your audience, and there is so much text that not even an image can fit.
+ INFO
+ INFO
Write a great headline
90%
of visual information is better assimilated.
50%
of our brain is involved in processing visual stimuli.
+12k
And the data will be recorded in your brain
Use tables and infographics
Contextualize your topic with a subtitle
Summary
Contextualize your topic with a subtitle
They allow for content synthesis
Help break the monotony
Illustrate what you want to tell
Through a scheme, to tell everything in an orderly manner.
With calmness and conciseness. Summarize the content.
Show enthusiasm! Breathe deeply and share what you came to say.
Tell stories by themselves
They are an aesthetic resource
Keep the brain awake
Managing your voice. It is your best companion.
After practicing a lot. The best improvisation is the one that is worked on!
Maintaining eye contact with your audience. 'The eyes, chico'.
Conclusions
Measure the results through Activity and analyze how they interact with your content with a premium plan.
Use interactivity and animation. They are your best allies to engage the content.
Prioritize the information to capture attention.
Plan your strategy and set achievable goals.
+ INFO
+ INFO
+ INFO
+ INFO
Thank You Very Much
First Last
Use this space to briefly describe your team: what you are called and what you do.
With Genially templates, you can include visual resources to leave your audience speechless. You can also highlight a phrase or specific piece of information that will be etched in your audience's memory, and even embed external content that surprises: videos, photos, audios... Whatever you want!
With this feature...
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
Visual content is a cross-cutting, universal language, like music. We are able to understand images from millions of years ago, even from other cultures.
With this feature...
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
3.5k
Even if you explain it orally later
Pose a dramatic question; it is the essential ingredient for keeping the audience's attention. It is often posed subtly at the beginning of the story to intrigue the audience and is resolved at the end.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and promote it anywhere.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
Did you know that Genially allows you to share your creation directly, without the need for downloads? Ready for your audience to view it on any device and share it anywhere.
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
72M
You can present the figures this way...
Pose a dramatic question; it is the essential ingredient for keeping the audience's attention. It is usually posed subtly at the beginning of the story to intrigue the audience and is resolved at the end.
TRICK
Interactivity is the key piece to capturing the interest and attention of your audience. A genially is interactive because your audience explores and engages with it.
What you read: interactivity and animation can turn the most boring content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages. If you want to provide additional information or develop the content in more detail, you can do so through your oral presentation. We recommend that you train your voice and practice: the best improvisation is always the most rehearsed!
Here you can put a highlighted title
What you read: interactivity and animation can turn the most boring content into something fun. At Genially, we use AI (Awesome Interactivity) in all our designs, so you can level up with interactivity and turn your content into something that adds value and engages.
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!
You can add additional content that excites your audience's brain: videos, images, links, interactivity... Whatever you want!