11 research outputs found

    SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents

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    Humans are social beings; we pursue social goals in our daily interactions, which is a crucial aspect of social intelligence. Yet, AI systems' abilities in this realm remain elusive. We present SOTOPIA, an open-ended environment to simulate complex social interactions between artificial agents and evaluate their social intelligence. In our environment, agents role-play and interact under a wide variety of scenarios; they coordinate, collaborate, exchange, and compete with each other to achieve complex social goals. We simulate the role-play interaction between LLM-based agents and humans within this task space and evaluate their performance with a holistic evaluation framework called SOTOPIA-Eval. With SOTOPIA, we find significant differences between these models in terms of their social intelligence, and we identify a subset of SOTOPIA scenarios, SOTOPIA-hard, that is generally challenging for all models. We find that on this subset, GPT-4 achieves a significantly lower goal completion rate than humans and struggles to exhibit social commonsense reasoning and strategic communication skills. These findings demonstrate SOTOPIA's promise as a general platform for research on evaluating and improving social intelligence in artificial agents.Comment: Preprint, 43 pages. The first two authors contribute equall

    Gadoliniumā€Doped Iron Oxide Nanoprobe as Multifunctional Bioimaging Agent and Drug Delivery System

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    Peer Reviewedhttp://deepblue.lib.umich.edu/bitstream/2027.42/116012/1/adfm201502868.pdfhttp://deepblue.lib.umich.edu/bitstream/2027.42/116012/2/adfm201502868-sup-0001-S1.pd

    Boundedness of Weighted Hardy Operator and Its Adjoint on Triebel-Lizorkin-Type Spaces

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    Let pāˆˆ[1,āˆž], qāˆˆ[1,āˆž), Ļ„āˆˆ(0,āˆž), and Ī±āˆˆ(0,1) such that Ļ„>1/p-1/q and Ī±ā‰¤n(1/p-Ļ„), let UĻˆ be the weighted Hardy operator and VĻˆ its adjoint operator with respect to the weight function Ļˆ. In this paper, the authors establish a sufficient and necessary condition on weight function Ļˆ to ensure the boundedness of UĻˆ and VĻˆ on the Triebel-Lizorkin-type spaces FĢ‡p,qĪ±,Ļ„(ā„n) and their predual spaces, Triebel-Lizorkin-Hausdorff spaces, which unify and generalize the known results on Q-type spaces

    The Influence of Slag/Fly Ash Ratio and Sodium Silicate Modulus on the Properties of 1-3-2 Alkali-Based Piezoelectric Composite

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    In this paper, a comprehensive experimental investigation on the effect of the slag-to-fly ash ratio (hereafter referred to as SL/FA) and sodium silicate modulus on the properties of a 1-3-2 piezoelectric composite was carried out. The influence of the SL/FA ratio on various properties was initially investigated. Compared with other specimens, specimens with SL/FA = 40%:60% had the highest electromechanical coupling coefficient (Kt = 77.67%, Kp = 71%). Therefore, the specimen with SL/FA = 40%:60% was chosen to explore the effect of the sodium silicate modulus. Additionally, the specimen with SL/FA = 40%:60% and a sodium silicate modulus of 1.3 had the best electromechanical conversion efficiency with Kt = 75.68% and Kp = 75.95%. The 1-3-2 alkali-based piezoelectric composite proved to have the characteristics of a low cost, optimal piezoelectric and mechanical properties, higher tunability, and better compatibility with concrete. It is a potential alternative to cement-based piezoelectric composites and may be widely utilized to monitor the health of concrete structures

    Photo-Enhanced Singlet Oxygen Generation of Prussian Blue-Based Nanocatalyst for Augmented Photodynamic Therapy

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    Summary: Therapeutic effects of photodynamic therapy (PDT) remain largely limited because of tumor hypoxia. Herein, we report safe and versatile nanocatalysts (NCs) for endogenous oxygen generation and imaging-guided enhanced PDT. The NCs (named as PSP) are prepared by coating Prussian blue (PB) with mesoporous silica to load photosensitizer (zinc phthalocyanine, ZnPc), followed by the modification of polyethylene glycolĀ chains. The inner PB not only acts like a catalase for hydrogen peroxide decomposition but also serves as a photothermal agent to increase the local temperature and then speed up theĀ oxygen supply under near-infrared irradiation. The loaded ZnPc can immediately transform the formed oxygen to generate cytotoxic singlet oxygen upon the same laser irradiation due to the overlapped absorption between PB and ZnPc. Results indicate that the PSP-ZnPc (PSPZP) NCs could realize the photothermally controlled improvement of hypoxic condition in cancer cells and tumor tissues, therefore demonstrating enhanced cancer therapy by the incorporation of PDT and photothermal therapy. : Drug Delivery System; Chemistry; Inorganic Chemistry; Catalysis; Biological Sciences Subject Areas: Drug Delivery System, Chemistry, Inorganic Chemistry, Catalysis, Biological Science

    Coreā€“Shell Metal-Organic Frameworks as Fe<sup>2+</sup> Suppliers for Fe<sup>2+</sup>-Mediated Cancer Therapy under Multimodality Imaging

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    Integrated theranostic agents can provide comprehensive and efficient tools for simultaneous cancer diagnosis and therapy; however, limitations on efficiency and safety offer great room for improvement. Artesunate (AS), as an iron-dependent drug, has been investigated in cancer therapy, depending on free-radical generation for its action, which may reduce side effects commonly associated with conventional chemotherapy agents with low selectivity to target tumors. However, rapid clearance of its free form and limited availability of Fe ion in tumor sites become the main bottlenecks in cancer therapy. Herein, coreā€“shell Mn<sub>3</sub>[CoĀ­(CN)<sub>6</sub>]<sub>2</sub>@MIL-100Ā­(Fe) metal-organic frameworks (CS-MOFs) nanocube was designed using a layer-by-layer method, which holds great potential for synchronous co-delivery of AS and ferric ions for cancer therapy. Moreover, the heterogeneous hybrid CS-MOFs show single- and two-photon fluorescence, together with T<sub>2</sub> and enhanced T<sub>1</sub> magnetic resonance imaging ability. pH-responsive degradation of CS-MOFs enables on-demand FeĀ­(III) and AS release in the tumor microenvironment. The intracellular ferric ions will further be reduced to ferrous ion that catalyze AS to generate carbon-centered free radicals and reactive oxygen species (ROS). The potential of this alternative antitumor modality under multimodality imaging is demonstrated both <i>in vitro</i> and <i>in vivo</i>. In addition, compared with free AS alone, the nanodrug system CS-MOFs@AS shows significantly enhanced tumor delivery specificity and negligible long-term toxicity. <i>In vivo</i> therapy results indicate that the antitumor efficacy of CS-MOFs@AS was 5.79 times greater than that of free AS, making it a promising Fe<sup>2+</sup>-mediated drugs delivery system

    A pH-Responsive Yolk-Like Nanoplatform for Tumor Targeted Dual-Mode Magnetic Resonance Imaging and Chemotherapy

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    Incorporation of T<sub>1</sub> and T<sub>2</sub> contrast material in one nanosystem performing their respective MR contrast role and simultaneously serving as an efficient drug delivery system (DDS) has a significant potential application for clinical diagnosis and chemotherapy of cancer. However, inappropriate incorporation always encountered many issues, such as low contact area of T<sub>1</sub> contrast material with water-proton, inappropriate distance between T<sub>2</sub> contrast material and water molecule, and undesirable disturbance of T<sub>2</sub> contrast material for T<sub>1</sub> imaging. Those issues seriously limited the T<sub>1</sub> or T<sub>2</sub> contrast effect. In this work, we developed a yolk-like Fe<sub>3</sub>O<sub>4</sub>@Gd<sub>2</sub>O<sub>3</sub> nanoplatform functionalized by polyethylene glycol and folic acid (FA), which could efficiently exert their tumor targeted T<sub>1</sub>ā€“T<sub>2</sub> dual-mode MR imaging and drug delivery role. First, this nanoplatform possessed a high longitudinal relaxation rate (<i>r</i><sub>1</sub>) (7.91 mM<sup>ā€“1</sup> s<sup>ā€“1</sup>) and a stronger transverse relaxation rate (<i>r</i><sub>2</sub>) (386.5 mM<sup>ā€“1</sup> s<sup>ā€“1</sup>) than that of original Fe<sub>3</sub>O<sub>4</sub> (268.1 mM<sup>ā€“1</sup> s<sup>ā€“1</sup>). Second, cisplatin could be efficiently loaded into this nanoplatform (112 mg/g) and showed pH-responsive release behavior. Third, this nanoplatform could be effectively internalized by HeLa cells with time and dosage dependence. Fourth, the FA receptor-mediated nanoplatform displayed excellent T<sub>1</sub>ā€“T<sub>2</sub> dual mode MR contrast enhancement and anticancer activity both <i>in vitro</i> and <i>in vivo</i>. Fifth, no apparent toxicity for vital organs was observed with systemic delivery of the nanoplatform <i>in vivo</i>. Thus, this nanoplatform could be a potential nanotheranostic for tumor targeted T<sub>1</sub>ā€“T<sub>2</sub> dual-mode MR imaging and chemotherapy
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