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Script-Strategy Aligned Generation: Aligning LLMs with Expert-Crafted Dialogue Scripts and Therapeutic Strategies for Psychotherapy

Sun, Xin, de Wit, Jan, Li, Zhuying, Pei, Jiahuan, Ali, Abdallah El, Bosch, Jos A.

arXiv.org Artificial Intelligence

Chatbots or conversational agents (CAs) are increasingly used to improve access to digital psychotherapy. Many current systems rely on rigid, rule-based designs, heavily dependent on expert-crafted dialogue scripts for guiding therapeutic conversations. Although recent advances in large language models (LLMs) offer the potential for more flexible interactions, their lack of controllability and transparency poses significant challenges in sensitive areas like psychotherapy. In this work, we explored how aligning LLMs with expert-crafted scripts can enhance psychotherapeutic chatbot performance. Our comparative study showed that LLMs aligned with expert-crafted scripts through prompting and fine-tuning significantly outperformed both pure LLMs and rule-based chatbots, achieving a more effective balance between dialogue flexibility and adherence to therapeutic principles. Building on findings, we proposed ``Script-Strategy Aligned Generation (SSAG)'', a flexible alignment approach that reduces reliance on fully scripted content while enhancing LLMs' therapeutic adherence and controllability. In a 10-day field study, SSAG demonstrated performance comparable to full script alignment and outperformed rule-based chatbots, empirically supporting SSAG as an efficient approach for aligning LLMs with domain expertise. Our work advances LLM applications in psychotherapy by providing a controllable, adaptable, and scalable solution for digital interventions, reducing reliance on expert effort. It also provides a collaborative framework for domain experts and developers to efficiently build expertise-aligned chatbots, broadening access to psychotherapy and behavioral interventions.


Best AI AI Chatbots - ITChronicles

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Read on to learn about the best AI-chatbot options for your business! We all expect a quick answer or result for almost everything today, especially if it's online. Unlike the pre-internet age, customers of the 21st century have many options. They also have an increasing desire for quick and efficient service round the clock, and brands are doing their best to adapt to their needs. AI Chatbots (Artificial Intelligence) have evolved over the same time to meet this demand.


How Does Artificial Intelligence Work in a Chatbot?

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On any reputable website, one will find a chatbot to help the users. While interacting with the chatbot, the user engages themselves with a simulated human conversation instead of talking to a real human being. A chatbot is a computer program or software that has the power to simulate human conversation both textual and voice conversation. The use of chatbots is extremely prevalent, especially in B2C and BCB websites. Chatbot assistants on the website have many benefits like it reduces overhead costs of the company and providing support to the staff to handle the customer care service in a better way.


Chatbots Improve Customer Experience and Cut Costs

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How insurance chatbots use decision trees and natural language processing to meet insureds' needs The insurance industry's sales and customer success teams are under pressure to deliver positive customer experiences faster than their competition. Customers expect an honest and positive experience in all end-to-end transactions like quoting, policymaking, and policy activation. Today, rising costs and long wait times have led carriers and brokers to deploy insurance chatbots to meet increased demand. So, what makes a positive customer experience? A recent report by PwC says nearly 80% of all American consumers point to speed, convenience, knowledgeable help, and friendly service as the most critical elements of a positive customer experience.


The Dominance of AI Chatbots Over Rule-Based Chatbots

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How is AI taking over rule-based chatbots? Is AI the future of chatbots? We will answer these questions in this article. The chatbot industry is growing really fast year by year as many companies try to use chatbots to reduce customer service costs. With rapid advancements in Artificial Intelligence (AI) and Natural Language Processing (NLP), more and more chatbots are made and released each day, and they serve a different purpose.

  Country:
  Industry: Transportation > Ground > Rail (0.34)

The Dominance of AI Chatbots Over Rule-Based Chatbots

#artificialintelligence

How is AI taking over rule-based chatbots? Is AI the future of chatbots? We will answer these questions in this article. The chatbot industry is growing really fast year by year as many companies try to use chatbots to reduce customer service costs. With rapid advancements in Artificial Intelligence (AI) and Natural Language Processing (NLP), more and more chatbots are made and released each day, and they serve a different purpose.

  Country:
  Industry: Transportation > Ground > Rail (0.34)

Chatbot conversation design – my strategies for success

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How do you design a chatbot conversation that works for humans? Kaveer Beharee, CEO at Ubiquity AI, says that developing a successful chatbot has less to do with AI or technology and more to do with creating an authentic conversational experience. In his third insight piece on creating better AI chatbots, he outlines his own chatbot design strategies and the three main considerations that will help you move towards better machine-human conversations. Artificial intelligence-based chatbots are becoming increasingly popular with companies finding new commercial applications every day. Some airlines use chatbots to help you manage or change flight bookings while other chatbots help you choose the best combinations of toppings on your pizza order.


An Introduction to AI-Powered Chatbots

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Diksha is associated with Softuvo Solutions - A mobile app development company as a Content Writer. What is the first thing we do when you hear a new brand name? You might start by exploring the official website to get complete details. Gone are the days when the websites used to manually interact with the visitors, things are different now. The moment you open the website, you get the interactive chatbots that welcome you to the site and offer seamless support.


Conversational AI: Intelligent Virtual Assistants and the road ahead.

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In a fast-moving world, customers require efficiency and promptness when talking to any company. Here is where chatbots and Intelligent Virtual Assistants (IVAs) come into play. Thanks to their ability to engage into more advanced conversations, unlike rule-based chatbots, AI-powered systems are equipped with a multitude of features to assist and even entertain the users in their day-to-day activities. In addition to their customizable features, their self-learning ability and scalability have lead virtual assistants to gain popularity across various global enterprises. According to Grand View Research, the global intelligent virtual assistant market size was valued at USD 3.7 billion in 2019, growing at a Compound Annual Growth Rate (CAGR) of 34.0% over the forecast period.


Rule-Based Bots or AI Bots? Which One Is The Best? – Piri Blog

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Chatbots are one of the most famous technologies. Bots are brilliant, and they can answer logically. Chatbots are very fast, so users want to use it in more sectors to avoid human interactions. It was invented to interact with customers and solve their problems without direct communication. These two have their unique way of work.