Exploring the interaction between humans and an AI-driven chatbot

Abstract. Chatbots have become an omnipresent software that many services are using nowadays to provide easy and continuous support for users. Regardless of the domain in question, people are using chatbots to get quick access to information in a human-like manner. Still, chatbots are limited in terms of interactivity, providing facts, or solving elemental problems. Moreover, the lack of empathy that chatbots have is a drawback that limits them from providing the best outcome possible for the user. With that in mind, this thesis aims to find out how an emotionally aware chatbot would influence the interaction and engagement level of participants, starting from the hypothesis that “The awareness that the chatbot shows during the conversation impacts the engagement of participants”. The research method used was an experimental study approach because it helps with finding how the cause of the awareness of chatbots can affect the engagement level of participants. For that, a web application was developed that consisted of a chatbot driven by OpenAI. Before the participants started to interact with the chatbot, they were provided with information and instructions on how to adjust their cameras so their facial expressions could be analyzed properly in order to get the intended experience. A total number of 180 participants were recruited using the Prolific crowd-sourcing platform, from which 178 responses were used in analyzing the results. The participants were split into three study conditions, namely BASELINE, EMOJIONLY, and EMOJI-AND-CHAT which differed in the emotional awareness levels that the chatbot had. BASELINE study group interacted with a simple chatbot that was not aware of participants’ emotions at all. The EMOJI-ONLY study group discussed with a chatbot that during the interaction showed participants their emotions in real time with the use of emoji pictograms. In the last study group, EMOJI-ANDCHAT, besides showing the participants’ expressions through emojis, the chatbot also replied to the mood changes of the participants with messages that clearly stated that the chatbot noticed their facial expression changes. Each participant, regardless of the study group, had a conversation with the chatbot that lasted for a few minutes and started with the topic of their own chronic pain experiences. The chronic pain topic was used in order to trigger differences in facial expressions naturally. During a conversation of only a few minutes, the topic discussed needs to be of interest to the participant so that differences in facial expressions could occur. With that in mind, participants were recruited using Prolific’s option of selecting participants that deal with chronic pain. During the conversations participants’ facial expressions were analyzed and collected. Moreover, at the end of the interaction, the participants answered a questionnaire composed of a mix of 23 quantitative and 3 qualitative questions. The data collected showed that the emotional awareness that a chatbot is showing during a discussion impacts the level of engagement of participants. However, the results were not able to particularly point out if participants’ level of engagement is affected positively, and thus feeling more engaged, or is affected negatively, feeling less engaged than when interacting with a non-emotional aware chatbot. Participants showed both significant interests in the emotionally aware chatbots, as well as concerns, and identified possible issues and limitations. The chatbot used throughout this research was effective and succeeded to show the potential of such applications. Nevertheless, improving the way the chatbot reacts to changes in facial expressions needs further testing and development, as well as improving its privacy and security side so people would trust it more

D-branes with Lorentzian signature in the Nappi-Witten model

Lorentzian signature D-branes of all dimensions for the Nappi-Witten string are constructed. This is done by rewriting the gluing condition $J_+=FJ_-$ for the model chiral currents on the brane as a well posed first order differential problem and by solving it for Lie algebra isometries $F$ other than Lie algebra automorphisms. By construction, these D-branes are not twined conjugacy classes. Metrically degenerate D-branes are also obtained.Comment: 22 page

Clinical reasoning in feline epilepsy: Which combination of clinical information is useful?

We sought to identify the association between clinical risk factors and the diagnosis of idiopathic epilepsy (IE) or structural epilepsy (SE) in cats, using statistical models to identify combinations of discrete parameters from the patient signalment, history and neurological examination findings that could suggest the most likely diagnosis. Data for 138 cats with recurrent seizures were reviewed, of which 110 were valid for inclusion. Seizure aetiology was classified as IE in 57% and SE in 43% of cats. Binomial logistic regression analyses demonstrated that pedigree status, older age at seizure onset (particularly >7 years old), abnormal neurological examinations, and ictal vocalisation were associated with a diagnosis of SE compared to IE, and that ictal salivation was more likely to be associated with a diagnosis of IE than SE. These findings support the importance of considering inter-ictal neurological deficits and seizure history in clinical reasoning

Gauging the Wess-Zumino term of a sigma model with boundary

We investigate the gauging of the Wess-Zumino term of a sigma model with boundary. We derive a set of obstructions to gauging and we interpret them as the conditions for the Wess-Zumino term to extend to a closed form in a suitable equivariant relative de Rham complex. We illustrate this with the two-dimensional sigma model and we show that the new obstructions due to the boundary can be interpreted in terms of Courant algebroids. We specialise to the case of the Wess-Zumino-Witten model, where it is proved that there always exist suitable boundary conditions which allow gauging any subgroup which can be gauged in the absence of a boundary. We illustrate this with two natural classes of gaugings: (twisted) diagonal subgroups with boundary conditions given by (twisted) conjugacy classes, and chiral isotropic subgroups with boundary conditions given by cosets.Comment: 18 pages (minor changes in response to referee report

Nanoscale local modification of PMMA refractive index by tip-enhanced femtosecond pulsed laser irradiation

Investigation techniques based on tip-enhanced optical effects, capable to yield spatial resolutions down to nanometers level, have enabled a wide palette of important discoveries over the past twenty years. Recently, their underlying optical setups are beginning to emerge as useful tools to modify and manipulate matter with nanoscale spatial resolution. We try to contribute to these efforts by reporting a method that we found viable to modify the surface refractive index of polymethyl methacrylate (PMMA), an acrylic polymer material. The changes in the refractive index are accomplished by focusing a femtosecond pulsed near-infrared laser beam on the apex of a metalized nano-sized tip, traditionally used in scanning probe microscopy (SPM) applications. The adopted illumination strategy yields circular-shaped modifications of the refractive index occurring at the surface of the PMMA sample, exhibiting a lateral size <200 nm, under 790 nm illumination, representing a four-fold increase in precision compared to the current state-of-the-art. The light intensity enhancement effects taking place at the tip apex makes possible achieving refractive index changes at low laser pulse energies (<0.5 nJ), which represents two orders of magnitude advantage over the current state-of-the art. The presented nanoimprinting method is very flexible, as it can be used with different power levels and can potentially be operated with other materials. Besides enabling modifications of the refractive index with high lateral resolution, this method can pave the way towards other important applications such the fabrication of photonic crystal lattices or surface waveguides

Geometric construction of D-branes in WZW models

The geometric description of D-branes in WZW models is pushed forward. Our starting point is a gluing condition\, $J_{+}=FJ_-$ that matches the model's chiral currents at the worldsheet boundary through a linear map $F$ acting on the WZW Lie algebra. The equivalence of boundary and gluing conditions of this type is studied in detail. The analysis involves a thorough discussion of Frobenius integrability, shows that $F$ must be an isometry, and applies to both metrically degenerate and nondegenerate D-branes. The isometry $F$ need not be a Lie algebra automorphism nor constantly defined over the brane. This approach, when applied to isometries of the form $F=R$ with $R$ a constant Lie algebra automorphism, validates metrically degenerate $R$-twined conjugacy classes as D-branes. It also shows that no D-branes exist in semisimple WZW models for constant\, $F=-R$.Comment: 23 pages, discussion of limitations of the gluing condition approach adde

On D-branes in the Nappi-Witten and GMM gauged WZW models

We construct D-branes in the Nappi-Witten (NW) and Guadagnini-Martellini-Mintchev (GMM) gauged WZW models. For the $SL(2,R)\times SU(2)/U(1)\times U(1)$ NW and $SU(2)\times SU(2)/U(1)$ GMM models we present the explicit equations describing the D-brane hypersurfaces in their target spaces. In the latter case we show that the D-branes are classified according to the Cardy theorem. We also present the semiclassical mass computation and find its agreement with the CFT predictions.Comment: 16 pages, harvma

Penrose limits of Lie Branes and a Nappi--Witten braneworld

Departing from the observation that the Penrose limit of AdS_3 x S^3 is a group contraction in the sense of Inonu and Wigner, we explore the relation between the symmetric D-branes of AdS_3 x S^3 and those of its Penrose limit, a six-dimensional symmetric plane wave analogous to the four-dimensional Nappi--Witten spacetime. Both backgrounds are Lie groups admitting bi-invariant lorentzian metrics and symmetric D-branes wrap their (twisted) conjugacy classes. We determine the (twisted and untwisted) symmetric D-branes in the plane wave background and we prove the existence of a space-filling D5-brane and, separately, of a foliation by D3-branes with the geometry of the Nappi--Witten spacetime which can be understood as the Penrose limit of the AdS_2 x S^2 D3-brane in AdS_3 x S^3. Parenthetically we also derive a simple criterion for a symmetric plane wave to be isometric to a lorentzian Lie group. In particular we observe that the maximally supersymmetric plane wave in IIB string theory is isometric to a lorentzian Lie group, whereas the one in M-theory is not.Comment: 21 pages (v2: references added