164 research outputs found
The -theorem from Strong Subadditivity
We show that strong subadditivity provides a simple derivation of the
-theorem for the boundary renormalization group flow in two-dimensional
conformal field theories. We work out its holographic interpretation and also
give a derivation of the -theorem for the case of an interface in
two-dimensional conformal field theories. We also geometrically confirm strong
subadditivity for holographic duals of conformal field theories on manifolds
with boundaries.Comment: 7 pages, 6 figure
Is ChatGPT the Future of Causal Text Mining? A Comprehensive Evaluation and Analysis
Causality is fundamental in human cognition and has drawn attention in
diverse research fields. With growing volumes of textual data, discerning
causalities within text data is crucial, and causal text mining plays a pivotal
role in extracting meaningful patterns. This study conducts comprehensive
evaluations of ChatGPT's causal text mining capabilities. Firstly, we introduce
a benchmark that extends beyond general English datasets, including
domain-specific and non-English datasets. We also provide an evaluation
framework to ensure fair comparisons between ChatGPT and previous approaches.
Finally, our analysis outlines the limitations and future challenges in
employing ChatGPT for causal text mining. Specifically, our analysis reveals
that ChatGPT serves as a good starting point for various datasets. However,
when equipped with a sufficient amount of training data, previous models still
surpass ChatGPT's performance. Additionally, ChatGPT suffers from the tendency
to falsely recognize non-causal sequences as causal sequences. These issues
become even more pronounced with advanced versions of the model, such as GPT-4.
In addition, we highlight the constraints of ChatGPT in handling complex
causality types, including both intra/inter-sentential and implicit causality.
The model also faces challenges with effectively leveraging in-context learning
and domain adaptation. We release our code to support further research and
development in this field
Entanglement Phase Transition in Holographic Pseudo Entropy
In this paper, we present holographic descriptions of entanglement phase
transition using AdS/BCFT. First, we analytically calculate the holographic
pseudo entropy in the AdS/BCFT model with a brane localized scalar field and
show the entanglement phase transition behavior where the time evolution of
entropy changes from the linear growth to the trivial one via a critical
logarithmic evolution. In this model, the imaginary valued scalar field
localized on the brane controls the phase transition, which is analogous to the
amount of projections in the measurement induced phase transition. Next, we
study the AdS/BCFT model with a brane localized gauge field, where the phase
transition looks different in that there is no logarithmically evolving
critical point. Finally, we discuss a bulk analog of the above model by
considering a double Wick rotation of the Janus solution. We compute the
holographic pseudo entropy in this model and show that the entropy grows
logarithmically.Comment: 60+21 pages, 36 figure
Autoamplification of NFATc1 expression determines its essential role in bone homeostasis
NFATc1 and NFATc2 are functionally redundant in the immune system, but it was suggested that NFATc1 is required exclusively for differentiation of osteoclasts in the skeletal system. Here we provide genetic evidence that NFATc1 is essential for osteoclast differentiation in vivo by adoptive transfer of NFATc1−/− hematopoietic stem cells to osteoclast-deficient Fos−/− mice, and by Fos−/− blastocyst complementation, thus avoiding the embryonic lethality of NFATc1−/− mice. However, in vitro osteoclastogenesis in NFATc1-deficient cells was rescued by ectopic expression of NFATc2. The discrepancy between the in vivo essential role of NFATc1 and the in vitro effect of NFATc2 was attributed to selective autoregulation of the NFATc1 gene by NFAT through its promoter region. This suggested that an epigenetic mechanism contributes to the essential function of NFATc1 in cell lineage commitment. Thus, this study establishes that NFATc1 represents a potential therapeutic target for bone disease and reveals a mechanism that underlies the essential role of NFATc1 in bone homeostasis
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