We propose that cognitive engagement may be a useful construct in conceptualizing human engagement with AI and can help to distinguish between passive engagement, when individuals simply follow AI recommendations, and deeper forms of engagement, when they critically examine these recommendations and compare them with their own knowledge and judgement.
sentences about intended user's goals
An outcome of deeper cognitive engagement would be an ability to reject information that is inconsistent with individuals' own knowledge and beliefs, and to adjust their own knowledge to incorporate new information.
sentences about intended user's goals
Given continuous concerns regarding the reliability and trustworthiness of AI, human critical engagement may be a necessary component of successful human-AI interaction, particularly in domains with a high cost of errors, such as health and medicine.
sentences about intended user's goals
In many areas of human enterprise, individuals increasingly rely on Artificial Intelligence (AI) to inform their decisions and choices.
sentences about intended user's goals
How do people process the information and advice they receive from AI, and do they engage with it deeply enough to enable learning?
sentences about intended user's goals
When people receive advice while making difficult decisions, they often make better decisions in the moment and also increase their knowledge in the process.
sentences about intended user's goals
Our goal is to modulate the saliency of words in the original text so that users can easily bypass certain words during skimming while maintaining an uninterrupted reading flow.
sentences about intended user's goals
Be resilient to AI errors by enabling the reader to (a) notice, (b) have enough context to judge, and (c) easily recover from, automated decisions they disagree with.
sentences about intended user's goals
Support skimming without interrupting flow. The system should improve skimming of text while minimizing the impact on the user's natural reading flow. In particular, as much as possible, it should avoid presenting users with salient text that is unparsable as a coherent thought, i.e., the system should present a complete sentence rather than a phrase or sentence fragment.
sentences about intended user's goals
Support reading at multiple levels of detail. The system should help users navigate the full complexity of a text, shifting focus seamlessly between different levels of semantic coverage, or granularity, from the big picture to the fine details.
sentences about intended user's goals
Integrate seamlessly into existing reading experiences. The system should complement and not interfere with the existing digital reading workflow that people are used to. It should provide all the functionalities in the same view, minimizing the overhead of mode and context switching.
sentences about intended user's goals
Remain faithful to the original text. The system should not automatically reword or add new words or phrases to the original text. It should preserve the original text, while rendering it in a way that aids reading, skimming, or information retrieval.
sentences about intended user's goals
We aspired to design a text rendering interface that alleviates some of the cognitive demands of reading, skimming, or performing information retrieval on natural language documents—particularly those with long, complicated sentences—without compromising the integrity of the original content.
sentences about intended user's goals
users may want to select the best option from among many, compose their own response through bricolage, consider many ideas during ideation, audit a model by looking at the variety of possible responses, or compare the functionality of different models or prompts.
sentences about intended user's goals
participants seemed to prefer engaging with the text directly without having to articulate a lens with which to look at the corpus, since their analysis goal may be initially under-defined.
sentences about intended user's goals
we want to decorate text to show pre-computed relationships, such as string matches or analogous sentences, across responses. In this way, we help users shift cognitive bandwidth away from identifying overlapping or \
sentences about intended user's goals
In our formative study, we found that automated analysis rarely captured what the participants were looking for when inspecting LLM responses.
sentences about intended user's goals
We want to support a wide range of tasks that involve sensemaking. For example, we want to support the detection of similarities and differences between individual responses as well as groups of responses, and support the detection of
sentences about intended user's goals
We aim to make 10s to 100s of LLM responses cognitively comfortable to peruse, as this was the scale we found to be most relavent in our formative study.
sentences about intended user's goals
At the same time, computer scientists and engineers need to deliver the technological burden of proof that decentralized personal data networks can scale globally, and that they can provide people with a better experience than centralized platforms.
The point of GPL licenses is to protect the user of the software, not the developer. If you want "protection" as a developer, use MIT (disclaimer of warranty). GPL "infects" other parts of a system to combat a work-around which was used to violate the software freedom of the user, by firewalling sections of GPL'ed code from the rest of the system. If you don't care about your users' software freedom in the first place, then (L)GPL is the wrong choice.