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Anthropic built a democratic AI chatbot by letting users vote for its values

d0476037-1b62-4c54-8ad1-f755a0fe18e1.jpg

The value responses from 1,000 test subjects were used to tune a more democratic large language model.

In what may be a first of its kind study, artificial intelligence (AI) firm Anthropic has developed a large language model (LLM) that’s been fine-tuned for value judgments by its user community.

What does it mean for AI development to be more democratic? To find out, we partnered with @collect_intel to use @usepolis to curate an AI constitution based on the opinions of ~1000 Americans. Then we trained a model against it using Constitutional AI. pic.twitter.com/ZKaXw5K9sU

— Anthropic (@AnthropicAI) October 17, 2023

Many public-facing LLMs have been developed with guardrails — encoded instructions dictating specific behavior — in place in an attempt to limit unwanted outputs. Anthropic’s Claude and OpenAI’s ChatGPT, for example, typically give users a canned safety response to output requests related to violent or controversial topics.

However, as innumerable pundits have pointed out, guardrails and other interventional techniques can serve to rob users of their agency. What’s considered acceptable isn’t always useful, and what’s considered useful isn’t always acceptable. And definitions for morality or value-based judgments can vary between cultures, populaces, and periods of time.

Related: UK to target potential AI threats at planned November summit

One possible remedy to this is to allow users to dictate value alignment for AI models. Anthropic’s “Collective Constitutional AI” experiment is a stab at this “messy challenge.”

Anthropic, in collaboration with Polis and Collective Intelligence Project, tapped 1,000 users across diverse demographics and asked them to answer a series of questions via polling.

12a4c30b-8c0c-49af-97af-34eb1fbf7864.jpgSource, Anthropic

The challenge centers around allowing users the agency to determine what’s appropriate without exposing them to inappropriate outputs. This involved soliciting user values and then implementing those ideas into a model that’s already been trained.

Anthropic uses a method called “Constitutional AI” to direct its efforts at tuning LLMs for safety and usefulness. Essentially, this involves giving the model a list of rules it must abide by and then training it to implement those rules throughout its process, much like a constitution serves as the core document for governance in many nations.

In the Collective Constitutional AI experiment, Anthropic attempted to integrate group-based feedback into the model’s constitution. The results, according to a blog post from Anthropic, appear to have been a scientific success in that it illuminated further challenges towards achieving the goal of allowing the users of an LLM product to determine their collective values.

One of the difficulties the team had to overcome was coming up with a novel method for the benchmarking process. As this experiment appears to be the first of its kind, and it relies on Anthropic’s Constitutional AI methodology, there isn’t an established test for comparing base models to those tuned with crowd-sourced values.

Ultimately, it appears as though the model that implemented data resulting from user polling feedback outperformed the base model “slightly” in the area of biased outputs.

Per the blog post:

“More than the resulting model, we’re excited about the process. We believe that this may be one of the first instances in which members of the public have, as a group, intentionally directed the behavior of a large language model. We hope that communities around the world will build on techniques like this to train culturally- and context-specific models that serve their needs.”

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    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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