| TEST_INPUTS = [ | |
| "Can you recommend papers that explore the application of deep learning in computer vision for object detection, image segmentation, and video analysis?", | |
| "I'm looking for recent papers that discuss the advancements in natural language processing, particularly in neural language models, sentiment analysis, and text generation.", | |
| "Which papers should I read for understanding the use of reinforcement learning in robotics for tasks such as autonomous navigation, grasping and manipulation, and human-robot interaction?", | |
| "Can you suggest papers that investigate the use of machine learning techniques, including neural networks, support vector machines, and random forests, for predictive modeling in financial markets?", | |
| "I'm interested in reading papers on the intersection of biology and artificial intelligence, focusing on topics like bioinformatics, genomics, and drug discovery.", | |
| "Which papers discuss the theory and applications of graph neural networks for tasks such as node classification, link prediction, and graph generation?", | |
| "Can you recommend papers on the use of deep learning and natural language processing for automated machine translation across multiple languages?", | |
| "I'm looking for papers that analyze the impact of different feature selection techniques and dimensionality reduction methods in high-dimensional datasets.", | |
| "Which papers should I read for understanding the latest advancements in quantum computing, including quantum algorithms, error correction, and quantum simulation?", | |
| "Can you suggest papers on the application of machine learning in personalized medicine, focusing on precision diagnostics, treatment recommendations, and patient outcome prediction?", | |
| "I'm interested in reading papers on the use of machine learning and data mining techniques for anomaly detection in cybersecurity and network intrusion detection.", | |
| "Which papers discuss the use of statistical models and Bayesian inference for uncertainty quantification and risk assessment in engineering systems?", | |
| "Can you recommend papers that explore the use of deep reinforcement learning for autonomous driving, including perception, planning, and control?", | |
| "I'm looking for papers on the analysis of social networks, studying topics such as community detection, influence analysis, and information diffusion.", | |
| "Which papers should I read for understanding the principles and applications of quantum machine learning, including quantum-enhanced algorithms and quantum data processing?", | |
| "Can you suggest papers on the use of machine learning and data mining in environmental science, focusing on climate modeling, ecological forecasting, and remote sensing?", | |
| "I'm interested in reading papers that investigate the ethical implications of artificial intelligence, including fairness, accountability, and transparency.", | |
| "Which papers discuss the use of machine learning for healthcare analytics, including disease diagnosis, patient monitoring, and treatment recommendation?", | |
| "Can you recommend papers on the intersection of robotics and human-computer interaction, studying topics like social robots, assistive technologies, and collaborative robotics?" | |
| ] | |
| user_requests_tests = { | |
| 'Math': [ | |
| "Can you recommend recent papers on algebraic geometry that focus on the intersection theory and its applications in enumerative geometry?", | |
| "I'm looking for papers on convex optimization algorithms for solving large-scale linear programming problems in transportation and logistics.", | |
| "Could you suggest papers on the Langlands program and its connections to number theory and automorphic forms?", | |
| "I need papers on partial differential equations with an emphasis on numerical methods for solving the Navier-Stokes equations in fluid dynamics.", | |
| "Can you recommend papers on mathematical modeling of epidemics using compartmental models such as SIR and SEIR?" | |
| ], | |
| 'Statistics': [ | |
| "I'm interested in papers that compare Bayesian and frequentist approaches in the context of hierarchical modeling for analyzing longitudinal healthcare data.", | |
| "Could you suggest papers on the design and analysis of experiments with factorial designs and interactions in the presence of missing data?", | |
| "Can you recommend papers on forecasting methods for multivariate time series with long-term dependencies, such as long short-term memory (LSTM) networks?", | |
| "I need papers on high-dimensional statistical inference, specifically focused on variable selection and regularization methods for genomic data analysis.", | |
| "Could you provide papers on nonparametric kernel density estimation techniques for analyzing environmental data with spatial dependence?" | |
| ], | |
| 'ElectricalEngineering': [ | |
| "Can you suggest papers on deep learning-based speech enhancement algorithms for improving the intelligibility of noisy speech in real-world environments?", | |
| "I'm interested in research on massive multiple-input multiple-output (MIMO) systems and beamforming techniques for next-generation wireless communication networks.", | |
| "Could you provide papers on image and video compression algorithms based on the latest video coding standards, such as HEVC and AV1?", | |
| "I'm looking for recent papers on power electronic converters and control strategies for grid-connected photovoltaic systems with maximum power point tracking (MPPT).", | |
| "Can you recommend papers on low-power circuit design techniques for implementing energy-efficient Internet of Things (IoT) devices with constrained resources?" | |
| ], | |
| 'QuantitativeBiology': [ | |
| "I need papers on the analysis of single-cell RNA sequencing (scRNA-seq) data using dimensionality reduction techniques like t-SNE and UMAP.", | |
| "Could you suggest papers on mathematical modeling and simulation of gene regulatory networks using ordinary differential equations (ODEs) and stochastic methods?", | |
| "Can you recommend papers on population genetics and the statistical inference of demographic history using coalescent theory and phylogenetic methods?", | |
| "I'm interested in research on computational neuroscience, particularly papers focusing on neural network models for understanding information processing in the visual cortex.", | |
| "Could you provide papers on statistical methods for analyzing gene expression data from high-throughput sequencing technologies like RNA-seq and ChIP-seq, with a focus on differential expression analysis and pathway enrichment analysis?" | |
| ], | |
| 'Economics': [ | |
| "Can you suggest recent papers on behavioral economics that investigate the role of emotions and biases in decision-making under uncertainty, particularly in the context of financial markets?", | |
| "I'm looking for papers on econometric modeling of time-varying volatility using GARCH models with applications to analyzing stock market returns.", | |
| "Could you recommend papers on game theory and mechanism design applied to auction theory and market design in the field of online advertising?", | |
| "I need papers on the role of institutions and governance in promoting economic growth and development, with a focus on empirical studies using cross-country panel data.", | |
| "Can you provide papers on financial market modeling using stochastic volatility models, specifically focusing on estimating risk measures like Value-at-Risk (VaR) and Expected Shortfall (ES) for portfolio management?" | |
| ] | |
| } | |