Learn to forget? How to rein in a rogue chatbot

how to, microsoft, learn to forget? how to rein in a rogue chatbot

As firms like Google and Microsoft rewire their search engines with AI technology, they are likely to face increasing issues with data privacy. Photo: OLIVIER MORIN / AFP/File Source: AFP

When Australian politician Brian Hood noticed ChatGPT was telling people he was a convicted criminal, he took the old-fashioned route and threatened legal action against the AI chatbot’s maker, OpenAI.

His case raised a potentially huge problem with such AI programs: what happens when they get stuff wrong in a way that causes real-world harm?

Chatbots are based on AI models trained on vast amounts of data and retraining them is hugely expensive and time consuming, so scientists are looking at more targeted solutions.

Hood said he talked to OpenAI who “weren’t particularly helpful”.

But his complaint, which made global headlines in April, was largely resolved when a new version of their software was rolled out and did not return the same falsehood — though he never received an explanation.

“Ironically, the vast amount of publicity my story received actually corrected the public record,” Hood, mayor of the town of Hepburn in Victoria, told AFP this week.

OpenAI did not respond to requests for comment.

Hood might have struggled to make a defamation charge stick, as it is unclear how many people could see results in ChatGPT or even if they would see the same results.

But firms like Google and Microsoft are rapidly rewiring their search engines with AI technology.

It seems likely they will be inundated with takedown requests from people like Hood, as well as over copyright infringements.

While they can delete individual entries from a search engine index, things are not so simple with AI models.

To respond to such issues, a group of scientists is forging a new field called “machine unlearning” that tries to train algorithms to “forget” offending chunks of data.

‘Cool tool’

One expert in the field, Meghdad Kurmanji from Warwick University in Britain, told AFP the topic had started getting real traction in the last three or four years.

how to, microsoft, learn to forget? how to rein in a rogue chatbot

Graphic showing selected large language models by number of parameters, the release date and the developer. Photo: Julia Han JANICKI, Laurence SAUBADU, Paz PIZARRO / AFP/File Source: AFP

Among those taking note has been Google DeepMind, the AI branch of the trillion-dollar Californian behemoth.

Google experts co-wrote a paper with Kurmanji published last month that proposed an algorithm to scrub selected data from large language models — the algorithms that underpin the likes of ChatGPT and Google’s Bard chatbot.

Google also launched a competition in June for others to refine unlearning methods, which so far has attracted more than 1,000 participants.

Kurmanji said unlearning could be a “very cool tool” for search engines to manage takedown requests under data privacy laws, for example.

He also said his algorithm had scored well in tests for removing copyrighted material and fixing bias.

However, Silicon Valley elites are not universally excited.

Yann LeCun, AI chief at Facebook-owner Meta, which is also pouring billions into AI tech, told AFP the idea of machine unlearning was far down his list of priorities.

“I’m not saying it’s useless, uninteresting, or wrong,” he said of the paper authored by Kurmanji and others. “But I think there are more important and urgent topics.”

LeCun said he was focused on making algorithms learn quicker and retrieve facts more efficiently rather than teaching them to forget.

‘No panacea’

But there appears to be broad acceptance in academia that AI firms will need to be able to remove information from their models to comply with laws like the EU’s data protection regulation (GDPR).

“The ability to remove data from training sets is a critical aspect moving forward,” said Lisa Given from RMIT University in Melbourne Australia.

However, she pointed out that so much was unknown about the way models worked — and even what datasets they were trained on — that a solution could be a long way away.

Michael Rovatsos of Edinburgh University could also see similar technical issues arising, particularly if a company was bombarded with takedown requests.

He added that unlearning did nothing to resolve wider questions about the AI industry, like how the data is gathered, who profits from its use or who takes responsibility for algorithms that cause harm.

“The technical solution isn’t the panacea,” he said.

With scientific research in its infancy and regulation almost non-existent, Brian Hood — who is a fan of AI despite his ChatGPT experience — suggested we were still in the era of old-fashioned solutions.

“When it comes to these chatbots generating rubbish, users just need to double check everything,” he said.

Unlock the best of TUKO.co.ke on Pinterest! Subscribe now and get your daily inspiration!

News Related

OTHER NEWS

How to watch today's Kansas City Chiefs vs. Las Vegas Raiders NFL game: Livestream options, kickoff time, more

Patrick Mahomes #15 of the Kansas City Chiefs warms up prior to an NFL football game between the Denver Broncos and the Kansas City Chiefs at Empower Field At Mile ... Read more »

Dieser Brief macht Freisinger Kinder „fix und fertig“: König Charles meldet sich bei Drittklässlern

Schöne Überraschung Dieser Brief macht Freisinger Kinder „fix und fertig“: König Charles meldet sich bei Drittklässlern Dank für die Glückwünsche: Das königliche Paar schickte ein Einen besonderen Brief verfasste im ... Read more »

How to recreate the 'Friends' moist maker Thanksgiving sandwich

How to recreate the 'Friends' moist maker Thanksgiving sandwich Jessie James Decker shared the Thanksgiving sandwich from her cookbook. ByKelly McCarthy November 24, 2023, 4:01 AM Jessie James Decker has ... Read more »

How to Identify an Authentic Bangladeshi Jamdani Saree?

, Nov. 26 — Jamdani saree, an emblem of Bangladeshi tradition, symbolises cultural richness and artisanal finesse. Distinguishing a real Jamdani from cheaper replicas necessitates keen attention to intricate details ... Read more »

How to watch today's Buffalo Bills vs. Philadelphia Eagles NFL game: Livestream options, kickoff time

Stefon Diggs #14 of the Buffalo Bills warms up before the game against the New York Jets at Highmark Stadium on November 19, 2023 in Orchard Park, New York.  / ... Read more »

Fix garbage collection to elevate Jinja's appeal, Babalanda says

The Minister for the Presidency, Milly Babalanda, has advised Jinja city leaders to avoid haphazard developments by strictly enforcing physical planning guidelines, so as to sustain the town’s beauty to ... Read more »

IREDA IPO: GMP remains strong; know listing date, how to check allotment status

The allotment status of IREDA IPO can be checked online through the official website of BSE. While Tata Technologies IPO remained the more popular choice among subscribers this week, the ... Read more »
Top List in the World