BERT Lost Patience Won't Be Robust to Adversarial Slowdown

In this paper, we systematically evaluate the robustness of multi-exit language models against adversarial slowdown. To audit their robustness, we design a slowdown attack that generates natural adversarial text bypassing early-exit points. We use the resulting WAFFLE attack as a vehicle to conduct a comprehensive evaluation of three multi-exit mechanisms with the GLUE benchmark against adversarial slowdown. We then show our attack significantly reduces the computational savings provided by the three methods in both white-box and black-box settings. The more complex a mechanism is, the more vulnerable it is to adversarial slowdown. We also perform a linguistic analysis of the perturbed text inputs, identifying common perturbation patterns that our attack generates, and comparing them with standard adversarial text attacks. Moreover, we show that adversarial training is ineffective in defeating our slowdown attack, but input sanitization with a conversational model, e.g., ChatGPT, can remove perturbations effectively. This result suggests that future work is needed for developing efficient yet robust multi-exit models. Our code is available at: https://github.com/ztcoalson/WAFFLEComment: Accepted to NeurIPS 2023 [Poster

Schema-Driven Information Extraction from Heterogeneous Tables

In this paper, we explore the question of whether large language models can support cost-efficient information extraction from tables. We introduce schema-driven information extraction, a new task that transforms tabular data into structured records following a human-authored schema. To assess various LLM's capabilities on this task, we develop a benchmark composed of tables from four diverse domains: machine learning papers, chemistry literature, material science journals, and webpages. Alongside the benchmark, we present an extraction method based on instruction-tuned LLMs. Our approach shows competitive performance without task-specific labels, achieving F1 scores ranging from 74.2 to 96.1, while maintaining great cost efficiency. Moreover, we validate the possibility of distilling compact table-extraction models to reduce API reliance, as well as extraction from image tables using multi-modal models. By developing a benchmark and demonstrating the feasibility of this task using proprietary models, we aim to support future work on open-source schema-driven IE models

Colonização por ESKAPES e características clínicas de pacientes críticos

Objective: To identify colonization by ESKAPES and clinical characteristics of patients admitted in Adult Intensive Care Unit of a mixed hospital in Paraná.Method: Field research, descriptive, documentary and experimental quantitative approach, developed in adult Intensive Care Unit of a mixed hospital in Southwest Paraná, Brazil. The study population consisted of patients with admission from 48 hours in the Intensive Care Unit, from April to August 2018 and April to August 2019. The sample has 102 individuals. For the collection of clinical data, a checklist was used and for microbiological analysis the sample was collected from nasal and oral cavities and tracheal secretion. The analysis of clinical data occurred through the Statistical Package for the Social Sciences software. Descriptive frequency and chi-square test, considering significant p <0,05.Results: A total of 102 patients admitted to the Intensive Care Unit during the period studied were evaluated. On these ones, 57 (55,8%) were colonized by pathogenic microorganisms. Regarding the colonization of microorganisms, there was predominance of Staphylococcus aureus (61,4%), followed by Klebsiella pneumoniae (40,4%), Pseudomonas aeruginosa (26,3%) and Staphylococcus epidermidis (21,1%). It is noteworthy that Klebsiella pneumoniae and Staphylococcus aureus were present in the three regions evaluated.Conclusion: The study identified the presence of colonization in critically ill patients studied, being this colonization, mostly, resistant bacteria belonging to the ESKAPE groupObjetivo: Identificar la colonización por ESKAPES y las características clínicas de los pacientes hospitalizados en una Unidad de Cuidados Intensivos para Adultos de un hospital mixto en Paraná.Método: Investigación de campo, descriptiva, documental y experimental con enfoque cuantitativo, desarollada en una Unidad de Cuidados Intensivos adultos de un hospital mixto en el suroeste de Paraná, Brasil. La población del estudio consistió en pacientes con ingreso de 48 horas en la Unidad de Cuidados Intensivos, de abril a agosto de 2018 y de abril a agosto de 2019. La muestra totalizó 102 individuos. Para la recopilación de datos clínicos, se utilizó un Checklist y para el análisis microbiológico se recogieron muestras de las cavidades nasales y orales y la secreción traqueal. El análisis de los datos clínicos se produjo a través del software Statistical Package for the Social Sciences. Se realizaron pruebas de frecuencia y chi-cuadrado, teniendo en cuenta la p<0,05 significativa.Resultados: Se evaluaron un total de 102 pacientes ingresados en la Unidad de Cuidados Intensivos durante el período estudiado. De ellos, 57 (55,8%) fueron colonizados por microorganismos patógenos. En cuanto a la colonización por microorganismos, predominan Staphylococcus aureus (61,4%), seguido de Klebsiella pneumoniae (40,4%), Pseudomonas aeruginosa (26,3%) y Staphylococcus epidermidis (21,1%). Cabe destacar que Klebsiella pneumoniae y Staphylococcus aureus estuvieron presentes en las tres regiones evaluadas.Conclusión: El estudio identificó la presencia de colonización en pacientes en estado crítico estudiados, siendo esta colonización, en su mayoría, por bacterias resistentes pertenecientes al grupo ESKAPE.Objetivo: Identificar a colonização por ESKAPES e características clínicas de pacientes internados em uma Unidade de Terapia Intensiva Adulto de um hospital misto do Paraná.Método: Pesquisa de campo, descritiva, documental e experimental com abordagem quantitativa, desenvolvida em uma Unidade de Terapia Intensiva adulto de um hospital misto do Sudoeste do Paraná, Brasil. A população do estudo constituiu-se pelos pacientes com admissão a partir de 48 horas na Unidade de Terapia Intensiva, no período de abril a agosto de 2018 e de abril a agosto de 2019. A amostra totalizou 102 indivíduos. Para a coleta de dados clínicos foi utilizado um Checklist e para a análise microbiológica foram coletadas amostras das cavidades nasal e oral e secreção traqueal. A análise dos dados ocorreu por meio do software Statistical Package for the Social Sciences. Realizou-se frequência descritiva e teste de qui-quadrado, considerando significativo p <0,05.Resultados: Foram avaliados 102 pacientes admitidos na Unidade de Terapia Intensiva durante o período pesquisado. Destes, 57 (55,8%) estavam colonizados por microrganismos patogênicos. Em relação à colonização de microrganismos, houve predominância de Staphylococcus aureus (61,4%), seguido por Klebsiella pneumoniae (40,4%), Pseudomonas aeruginosa (26,3%) e Staphylococcus epidermidis (21,1%). Vale ressaltar que, Klebsiella pneumoniae e Staphylococcus aureus estiveram presentes nas três regiões avaliadas.Conclusão: O estudo identificou a presença de colonização nos pacientes criticamente enfermos pesquisados, sendo essa colonização, em sua maioria, por bactérias resistentes pertencentes ao grupo ESKAPE

Nematic state of the FeSe superconductor

We study the crystal structure of the tetragonal iron selenide FeSe and its nematic phase transition to the low-temperature orthorhombic structure using synchrotron x-ray and neutron scattering analyzed in both real and reciprocal space. We show that in the local structure the orthorhombic distortion associated with the electronically driven nematic order is more pronounced at short length scales. It also survives up to temperatures above 90 K where reciprocal-space analysis suggests tetragonal symmetry. Additionally, the real-space pair distribution function analysis of the synchrotron x-ray diffraction data reveals a tiny broadening of the peaks corresponding to the nearest Fe-Fe, nearest Fe-Se, and the next-nearest Fe-Se bond distances as well as the tetrahedral torsion angles at a short length scale of 20 angstr\"om. This broadening appears below 20 K and is attributed to a pseudogap. However, we did not observe any further reduction in local symmetry below orthorhombic down to 3 K. Our results suggest that the superconducting gap anisotropy in FeSe is not associated with any symmetry-lowering short-range structural correlations.Comment: 9 pages, 6 figure

Diffusive spin transport

Information to be stored and transported requires physical carriers. The quantum bit of information (qubit) can for instance be realised as the spin 1/2 degree of freedom of a massive particle like an electron or as the spin 1 polarisation of a massless photon. In this lecture, I first use irreducible representations of the rotation group to characterise the spin dynamics in a least redundant manner. Specifically, I describe the decoherence dynamics of an arbitrary spin S coupled to a randomly fluctuating magnetic field in the Liouville space formalism. Secondly, I discuss the diffusive dynamics of the particle's position in space due to the presence of randomly placed impurities. Combining these two dynamics yields a coherent, unified picture of diffusive spin transport, as applicable to mesoscopic electronic devices or photons propagating in cold atomic clouds.Comment: Lecture notes, published in A. Buchleitner, C. Viviescas, and M. Tiersch (Eds.), "Entanglement and Decoherence. Foundations and Modern Trends", Lecture Notes in Physics 768, Springer, Berlin (2009

Environmental impact assessment in Brazilian Amazonia: Challenges and prospects to assess biodiversity

Environmental Impact Assessment (EIA) has the goal of providing decision makers with an indication of the likely environmental consequences of planned actions risking environmental changes and, when necessary, allowing revision of these actions to mitigate adverse impacts. Here we provide an overview of the efficiency of EIA with emphasis on Brazilian Amazonia and discuss the problems and challenges with this type of assessment in highly diverse ecosystems. We concentrate on the methodology and performance of EIAs for three of the most recent and largest infrastructure projects in Amazonia: the Belo Monte hydroelectric dam, the BR-319 Highway, and the Juruti bauxite mine. We conclude that all of these EIAs fall short of properly assessing the expected impact of infrastructure development in situ, and that their results had little or no effect on policy decisions. To improve the reliability and usefulness of EIAs in biologically diverse ecosystems, we suggest three relatively fast and cost-effective complementary approaches for assessing biodiversity: remote sensing, reflectance spectroscopy, and DNA meta-barcoding. We discuss how these emerging cutting-edge techniques can help in identifying environmental threats and the consequences of different activities in Amazonia. The ability to monitor the state of the environment and the likely impacts of human activities on natural resources is fundamental to evidence-based decisions on development choices, to the design of appropriate management strategies, and to mitigate biological and ecological consequences. © 2017 The Author

NuGrid stellar data set. 1. Stellar yields from H to Bi for stars with metallicities Z=0.02 and Z=0.01

We provide a set of stellar evolution and nucleosynthesis calculations that applies established physics assumptions simultaneously to low- and intermediate-mass and massive star models. Our goal is to provide an internally consistent and comprehensive nuclear production and yield database for applications in areas such as presolar grain studies. Our non-rotating models assume convective boundary mixing (CBM) where it has been adopted before. We include 8 (12) initial masses for Z = 0.01 (0.02). Models are followed either until the end of the asymptotic giant branch phase or the end of Si burning, complemented by simple analytic core-collapse supernova (SN) models with two options for fallback and shock velocities. The explosions show which pre-SN yields will most strongly be effected by the explosive nucleosynthesis. We discuss how these two explosion parameters impact the light elements and the s and p process. For low- and intermediate-mass models, our stellar yields from H to Bi include the effect of CBM at the He-intershell boundaries and the stellar evolution feedback of the mixing process that produces the ¹³C pocket. All post-processing nucleosynthesis calculations use the same nuclear reaction rate network and nuclear physics input. We provide a discussion of the nuclear production across the entire mass range organized by element group. The entirety of our stellar nucleosynthesis profile and time evolution output are available electronically, and tools to explore the data on the NuGrid VOspace hosted by the Canadian Astronomical Data Centre are introduced

INTEGRAÇÃO LAVOURA PECUÁRIA FLORESTA-ILPF

O ILPF é um sistema que integra lavoura, pecuária e floresta, trata-se de um sistema inovador vindo da Europa desde o século XVI. Surgido através da integração lavoura e pecuária é utilizado nas terras da região sul e consolidou-se por recuperar áreas de pastagens em degradação. O sistema integra atividades que envolvem diversos tipos de atividades em uma mesma área com grãos, fibras, carne, leite, madeira e o melhor é que com este processo pode-se recuperar pastagens degradadas. Para os agricultores que trabalham com lavoura são necessários equipamentos para plantar como tratores, semeadoras, pulverizadores, colhedoras, entre outros.E para os pecuaristas são necessários investimentos com cerca, bebedouros e principalmente com os animais. E o mais importante deve ser na mente do produtor, fazendo com que ele seja um produtor, integrando as atividades, produzindo, obtendo lucro e conservando o meio ambiente ou seja, é a realização de diferentes sistemas produtivos implantados na mesma área, em consórcio, em rotação e sucessão. Com isso, o objetivo é mostrar para as pessoas como recuperar áreas degradadas, criando condições propícias para a produção e para a diminuição da necessidade de desmatamentos de novas áreas. Aumentar a produtividade da agropecuária e melhorar a eficiência dos insumos utilizados na produção. A metodologia que será adotada vai ser a confecção de uma maquete que tem como proposta mostrar, de uma forma didática, a composição desse sistema e as modificações primárias e secundárias que os tornassem viáveis em nossa região. Com principais resultados tem a maior rentabilidade pois o sistema permite que obtenha três fontes de renda diferentes, solos e pastagens recuperadas, pois a recuperação acontece não somente de pastagens degradadas, mas também, em pastagens que já tiveram dois anos de uso para a pecuária, valorização da propriedade, a cada ano, a propriedade passa a produzir mais, devido à melhoria no solo, o que leva à valorização não somente dessa propriedade, mas de toda a região onde está localizada. Com isso podemos apresentar o projeto de referência com a metodologia de avaliação econômico-financeira e a definição de um instrumento de coleta de dados econômicos no sistema ILPF, que seria a coleta de dados de elaboração para um banco com informações econômicas do sistema. Com isso conclua-se que o projeto é informativo que vai dar uma visão mais ampla para as pessoas de como esse sistema é rentável e sustentável