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key.py
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from keybert import KeyBERT
from transformers import AutoTokenizer, AutoModel
from itertools import combinations
# Load the SciBERT model and tokenizer
#tokenizer = AutoTokenizer.from_pretrained('allenai/scibert_scivocab_uncased')
#print("* Tokenizer")
#model = AutoModel.from_pretrained('allenai/scibert_scivocab_uncased')
#print("* Scibert model")
# Define a KeyBERT model using SciBERT embeddings
#kw_model = KeyBERT(model=model)
kw_model = KeyBERT()
print("* Keybert model")
# Define the subject from which to extract keywords
subject = "Thermo-Mechanical Impact of temperature oscillations on bonding and metallization for SiC MOSFETs soldered on ceramic substrate"
# Extract keywords from the subject
keywords = kw_model.extract_keywords(subject, keyphrase_ngram_range=(1, 2), stop_words='english', use_mmr=True, diversity=0.7)
# Print extracted keywords
for keyword, score in keywords:
print(f"Keyword: {keyword}, Score: {score:.4f}")
print("-"*40)
sorted_keywords = sorted(keywords, key=lambda x: -x[1])
text_keywords = [x[0] for x in sorted_keywords]
queries = []
for r in range(1, len(text_keywords) + 1): # r is the length of combinations
comb = combinations(text_keywords, r)
queries.extend(comb)
#print([" OR ".join(query) for query in queries])
text_queries = ["\"" + "\" OR \"".join(query) + "\"" for query in queries]
text_queries.append(subject)
print(text_queries)

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logs/run_09-27_14-49.log Normal file
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# Hin run, 09-27_14-49
Subject : Experiments, numerical models and optimization of carbon-epoxy plates damped by a frequency-dependent interleaved viscoelastic layer
## Keywords
['viscoelastic layer', 'epoxy', 'optimization carbon', 'frequency', 'interleaved']
## Queries
Experiments, numerical models and optimization of carbon-epoxy plates damped by a frequency-dependent interleaved viscoelastic layer;
"viscoelastic layer";
"epoxy";
"optimization carbon";
"frequency";
"interleaved";
"viscoelastic layer" OR "epoxy";
"viscoelastic layer" OR "optimization carbon";
"viscoelastic layer" OR "frequency";
"viscoelastic layer" OR "interleaved";
"epoxy" OR "optimization carbon";
"epoxy" OR "frequency";
"epoxy" OR "interleaved";
"optimization carbon" OR "frequency";
"optimization carbon" OR "interleaved";
"frequency" OR "interleaved";
"viscoelastic layer" OR "epoxy" OR "optimization carbon";
"viscoelastic layer" OR "epoxy" OR "frequency";
"viscoelastic layer" OR "epoxy" OR "interleaved";
"viscoelastic layer" OR "optimization carbon" OR "frequency";
"viscoelastic layer" OR "optimization carbon" OR "interleaved";
"viscoelastic layer" OR "frequency" OR "interleaved";
"epoxy" OR "optimization carbon" OR "frequency";
"epoxy" OR "optimization carbon" OR "interleaved";
"epoxy" OR "frequency" OR "interleaved";
"optimization carbon" OR "frequency" OR "interleaved";
"viscoelastic layer" OR "epoxy" OR "optimization carbon" OR "frequency";
"viscoelastic layer" OR "epoxy" OR "optimization carbon" OR "interleaved";
"viscoelastic layer" OR "epoxy" OR "frequency" OR "interleaved";
"viscoelastic layer" OR "optimization carbon" OR "frequency" OR "interleaved";
"epoxy" OR "optimization carbon" OR "frequency" OR "interleaved";
"viscoelastic layer" OR "epoxy" OR "optimization carbon" OR "frequency" OR "interleaved";
## Results
Title: Experiments, numerical models and optimization of carbon-epoxy plates damped by a frequency-dependent interleaved viscoelastic layer
URL: https://hal.science/hal-03155700
Title: Viscoelastic Effects during Tangential Contact Analyzed by a Novel Finite Element Approach with Embedded Interface Profiles
URL: http://arxiv.org/abs/2110.07886v1
Title: Effect of interleaving on the impact response of a unidirectional carbon/epoxy composite
URL: https://doi.org/10.1016/0010-4361(95)91385-i
Title: Viscoelastic amplification of the pull-off stress in the detachment of a rigid flat punch from an adhesive soft viscoelastic layer
URL: http://arxiv.org/abs/2310.07597v2
Title: Vibration Damping of Interleaved Carbon Fiber-Epoxy Composite Beams
URL: https://doi.org/10.1177/002199839402801806
Title: A Numerical Investigation of Delamination Response of CNT/Epoxy Film Interleaved Composite
URL: https://dx.doi.org/10.3390/app12094194
Title: Extended plane wave expansion formulation for viscoelastic phononic thin plates
URL: http://arxiv.org/abs/2310.14916v1
Title: Impact response of glass/epoxy laminate interleaved with nanofibrous mats
URL: https://doi.org/10.5267/j.esm.2013.09.002
Title: Oscillatory laminar shear flow over a compliant viscoelastic layer on a rigid base
URL: http://arxiv.org/abs/1705.04479v1
Title: Simulations of wobble damping in viscoelastic rotators
URL: http://arxiv.org/abs/1901.01439v3
Title: Numerical approximation of von Kármán viscoelastic plates
URL: http://arxiv.org/abs/1904.01951v4
Title: Effect of viscoelastic fluid on the lift force in lubricated contacts
URL: http://arxiv.org/abs/2308.10400v1
Title: Derivation of von Kármán plate theory in the framework of three-dimensional viscoelasticity
URL: http://arxiv.org/abs/1902.10037v4
Title: Mixed-mode fracture in an interleaved carbon-fibre/epoxy composite
URL: https://doi.org/10.1016/0266-3538(95)00062-3
Title: Dynamics of two linearly elastic bodies connected by a heavy thin soft viscoelastic layer
URL: http://arxiv.org/abs/1912.05600v1
Title: Overall constitutive description of symmetric layered media based on scattering of oblique SH waves
URL: http://arxiv.org/abs/1809.07231v1
Title: Boundary layer in linear viscoelasticity
URL: http://arxiv.org/abs/1912.06122v1
Title: High thermal conductivity of bulk epoxy resin by bottom-up parallel-linking and strain: a molecular dynamics study
URL: http://arxiv.org/abs/1801.04391v1
Title: Application of Mössbauer spectroscopy to study vibrations of a granular medium excited by ultrasound
URL: http://arxiv.org/abs/2001.07511v1
Title: Frequency-induced Negative Magnetic Susceptibility in Epoxy/Magnetite Nanocomposites
URL: http://arxiv.org/abs/2011.04199v3
Title: Decay estimate in a viscoelastic plate equation with past history, nonlinear damping, and logarithmic nonlinearity
URL: http://arxiv.org/abs/2206.12561v1
Title: Study on the fabrication of low-pass metal powder filters for use at cryogenic temperatures
URL: http://arxiv.org/abs/1605.07597v1
Title: Viscoelasticity and elastocapillarity effects in the impact of drops on a repellent surface
URL: http://arxiv.org/abs/2105.09244v1
Title: Interlaminar toughening in structural carbon fiber/epoxy composites interleaved with carbon nanotube veils
URL: http://arxiv.org/abs/1905.09080v2
Title: Piezoelectric polyvinylidene fluoride-based epoxy composites produced by combined uniaxial compression and poling
URL: http://arxiv.org/abs/1909.13234v1
Title: Characterization of phase structure spectrum in interleaved carbon fibre reinforced epoxy matrix composites by Polyaryletherketone with Cardo using AFM
URL: http://dx.doi.org/https://doi.org/10.17632/sxgzm9vwmy.1
Title: raw test data for <20><><EFBFBD>Establishment of interlaminar structure and toughening effect in interleaved carbon fiber reinforced epoxy composites by CNTs/PEK-C interlayer<65><72><EFBFBD>
URL: https://doi.org/10.17632/mfb366wv6x.1
Title: Permittivity and permeability of epoxy-magnetite powder composites at microwave frequencies
URL: http://arxiv.org/abs/2001.02336v1
Title: Feature-based prediction of properties of cross-linked epoxy polymers by molecular dynamics and machine learning techniques
URL: http://arxiv.org/abs/2312.07149v1
Title: Fracture and Damping of Ionomer Interleaved Epoxy Composites
URL: https://doi.org/10.1177/089270570001300404
Title: Characterization of the frequency response of channel-interleaved photonic ADCs based on the optical time-division demultiplexer
URL: http://arxiv.org/abs/2109.04362v1
Title: Simulations of turbulence over compliant walls
URL: http://arxiv.org/abs/2111.01183v1
Title: Toughening Behavior of Carbon/Epoxy Laminates Interleaved by PSF/PVDF Composite Nanofibers
URL: https://strathprints.strath.ac.uk/73799/1/Saghafi_etal_AS_2020_Toughening_behavior_of_carbon_epoxy_laminates_interleaved_by_PSF_PVDF.pdf
Title: Interlaminar shear fracture of interleaved graphite/epoxy composites
URL: https://doi.org/10.1016/0266-3538(92)90133-n
Title: Timescale bridging in atomistic simulations of epoxy polymer mechanics using non-affine deformation theory
URL: http://arxiv.org/abs/2406.02113v1
Title: ConcertoRL: An Innovative Time-Interleaved Reinforcement Learning Approach for Enhanced Control in Direct-Drive Tandem-Wing Vehicles
URL: http://arxiv.org/abs/2405.13651v1
Title: Mode I Interlaminar Fracture of Interleaved Graphite/Epoxy
URL: https://doi.org/10.1177/002199839202600306
Title: Molecular Dynamics Study to Predict Thermo-Mechanical Properties of DGEBF/DETDA Epoxy as a Function of Crosslinking Density
URL: http://arxiv.org/abs/2108.00933v1
Title: Frequency-Adaptive Pan-Sharpening with Mixture of Experts
URL: http://arxiv.org/abs/2401.02151v1
Title: data for Synergistic combination of nano-materialPEK-C for interleaving toughening and strengthening in carbon fibre reinforced epoxy composites
URL: http://dx.doi.org/https://doi.org/10.17632/78y7j4ksgg.1
Title: data for Synergistic combination of nano-materialPEK-C for interleaving toughening and strengthening in carbon fibre reinforced epoxy composites
URL: https://doi.org/10.17632/78y7j4ksgg
Title: Frequency Vectoralization and Frequency Birefringence
URL: http://arxiv.org/abs/1708.09508
Title: Global existence and decay estimates for a viscoelastic plate equation with nonlinear damping and logarithmic nonlinearity
URL: http://arxiv.org/abs/2201.00983v1
Title: Dielectric Properties of Conductively Loaded Polyimides in the Far Infrared
URL: http://arxiv.org/abs/1810.01962v2
Title: Cyclic Olefin Copolymer Interleaves for Thermally Mendable Carbon/Epoxy Laminates
URL: http://dx.doi.org/10.3390/molecules25225347
Title: Development of epoxy-based millimeter absorber with expanded polystyrenes and carbon black
URL: http://arxiv.org/abs/2210.16202v2
Title: Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection
URL: http://arxiv.org/abs/2203.15296v2
Title: The mechanical and electrical properties of direct-spun carbon nanotube mat-epoxy composites
URL: http://arxiv.org/abs/1905.08422v1
Title: Interleaved Prange: A New Generic Decoder for Interleaved Codes
URL: http://arxiv.org/abs/2205.14068v1
Title: A Novel Octal Annular Ring-Shaped Planar Monopole Antenna For WiFi And Unlicensed Ultra Wideband Frequency Range Applications
URL: http://arxiv.org/abs/2311.08925v3
Title: Channel Mapping Based on Interleaved Learning with Complex-Domain MLP-Mixer
URL: http://arxiv.org/abs/2401.03420v1
Title: Theoretical Analysis on the Efficiency of Interleaved Comparisons
URL: http://arxiv.org/abs/2306.10023v1
Title: Coordinate Interleaved Orthogonal Design with Media-Based Modulation
URL: http://arxiv.org/abs/2004.13349v1
Title: Recyclable flame-retardant epoxy composites based on disulfide bonds. Flammability and recyclability
URL: http://arxiv.org/abs/2105.02141v1
Title: Active matter in a viscoelastic environment
URL: http://arxiv.org/abs/2001.02331v1
Title: Divanillin-based aromatic amines: synthesis and application as curing agents for bio-based epoxy thermosets
URL: http://arxiv.org/abs/1911.08960v1
Title: Energy storage in structural composites by introducing CNT fiber/polymer electrolyte interleaves
URL: http://arxiv.org/abs/1810.00802v1
Title: Precise control of optical phase and coherent synthesis in femtosecond laser based optical frequency combs
URL: http://arxiv.org/abs/2204.06410v1
Title: Ecovisor: A Virtual Energy System for Carbon-Efficient Applications
URL: http://arxiv.org/abs/2210.04951v1
Title: Superior enhancement in thermal conductivity of epoxy/graphene nanocomposites through use of dimethylformamide (DMF) relative to acetone as solvent
URL: http://arxiv.org/abs/2201.03527v2
Title: Short-Packet Interleaver against Impulse Interference in Practical Industrial Environments
URL: http://arxiv.org/abs/2203.00770v1
Title: raw test data for “Establishment of interlaminar structure and crack propagation in carbon fiber reinforced epoxy composites by interleaving CNTs/PEK-C film”
URL: http://dx.doi.org/https://doi.org/10.17632/mfb366wv6x.2
Title: Interleaving Learning, with Application to Neural Architecture Search
URL: http://arxiv.org/abs/2103.07018v1
Title: Understanding viscoelastic flow instabilities: Oldroyd-B and beyond
URL: http://arxiv.org/abs/2202.08305v1
Title: High-Temperature Electromagnetic and Thermal Characteristics of Graphene Composites
URL: http://arxiv.org/abs/2004.12201v1
Title: Large-scale photonic chip based pulse interleaver for low-noise microwave generation
URL: http://arxiv.org/abs/2404.14242v1
Title: Node-downloadable frequency transfer system based on a mode-locked laser with over 100 km of fiber
URL: http://arxiv.org/abs/2312.10404v1
Title: The Frequency of the Frequency : On Hydropower and Grid Frequency Control
URL: http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-308441
Title: Time-Frequency Transformer: A Novel Time Frequency Joint Learning Method for Speech Emotion Recognition
URL: http://arxiv.org/abs/2308.14568v1
Title: Multifunctional epoxy nanocomposites reinforced by two-dimensional materials: A review
URL: http://arxiv.org/abs/2109.03525v1
Title: On Decoding High-Order Interleaved Sum-Rank-Metric Codes
URL: http://arxiv.org/abs/2303.17454v1
Title: Optimizing carbon tax for decentralized electricity markets using an agent-based model
URL: http://arxiv.org/abs/2006.01601v1
Title: Role of redox additive modified electrolytes in making Na-ion supercapacitors a competitive energy storage device
URL: http://arxiv.org/abs/2112.07946v1
Title: Frequency spirals
URL: https://pubmed.ncbi.nlm.nih.gov/27781469
Title: Sodium storage via single epoxy group on graphene - The role of surface doping
URL: http://arxiv.org/abs/1801.08389v1
Title: Broadband high-resolution molecular spectroscopy with interleaved mid-infrared frequency combs
URL: http://arxiv.org/abs/2006.01896v1
Title: Possibility of using of the measured frequency f instead of ω self-generated frequency
URL: http://arxiv.org/abs/1710.09777v1
Title: Intrablock Interleaving for Batched Network Coding with Blockwise Adaptive Recoding
URL: http://arxiv.org/abs/2105.07609v2
Title: Logarithmic Frequency Scaling and Consistent Frequency Coverage for the Selection of Auditory Filterbank Center Frequencies
URL: http://arxiv.org/abs/1801.00075v1
Title: Modeling and Vibration Control of Sandwich Composite Plates.
URL: https://www.ncbi.nlm.nih.gov/pubmed/36769904
Title: Multi-color solitons and frequency combs in microresonators
URL: http://arxiv.org/abs/2409.03880v1
Title: Optimizing Carbon Storage Operations for Long-Term Safety
URL: http://arxiv.org/abs/2304.09352v1
Title: An interleaver design for polar codes over slow fading channels
URL: http://arxiv.org/abs/1610.04924v1
Title: Finite Element Modeling and Vibration Control of Plates with Active Constrained Layer Damping Treatment.
URL: https://www.ncbi.nlm.nih.gov/pubmed/36837277
Title: Efficient Absorption of Terahertz Radiation in Graphene Polymer Composites
URL: http://arxiv.org/abs/2109.01082v1
Title: SHIELD: Sustainable Hybrid Evolutionary Learning Framework for Carbon, Wastewater, and Energy-Aware Data Center Management
URL: http://arxiv.org/abs/2308.13086v1
Title: INTERLEAVED TACTICAL TRAINING OF BIG FOOTBALL TEAMS
URL: https://dx.doi.org/10.6084/m9.figshare.19915198.v1
Title: Interleaved Contractions
URL: https://dare.uva.nl/personal/pure/en/publications/interleaved-contractions(5f7de7c2-0f8e-4f52-94f3-af27f4ff13ef).html
Title: Active Vibration Control of Composite Cantilever Beams.
URL: https://www.ncbi.nlm.nih.gov/pubmed/36614435
Title: Effect of fluid viscoelasticity, shear stress, and interface tension on the lift force in lubricated contacts.
URL: https://www.ncbi.nlm.nih.gov/pubmed/37873958
Title: Structure of the influenza AM2-BM2 chimeric channel bound to rimantadine
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/2ljc
Title: Unlocking epoxy thermal management capability via hierarchical Ce-MOF@MoS
URL: https://www.ncbi.nlm.nih.gov/pubmed/39326167
Title: EQUILLIBRIUM MIXTURE OF OPEN AND PARTIALLY-CLOSED SPECIES IN THE APO STATE OF MALTODEXTRIN-BINDING PROTEIN BY PARAMAGNETIC RELAXATION ENHANCEMENT NMR
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/2v93
Title: Interleaved Group Products
URL: http://arxiv.org/pdf/1804.09787
Title: Comparison of test-retest reproducibility of DESPOT and 3D-QALAS for water
URL: https://www.ncbi.nlm.nih.gov/pubmed/39229114
Title: Interleaved Block-Sparse Transform
URL: http://arxiv.org/abs/2407.13255v1
Title: Crystal Structure of HLA-B8 in complex with ELR, an Influenza A virus peptide
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/5wmq
Title: Seaglider Sg628 data for interleaving layers in the Kuroshio east of Taiwan
URL: https://dx.doi.org/10.17632/ct5ppst6t2
Title: High-Resolution Quantum Cascade Laser Dual-Comb Spectroscopy in the Mid-Infrared with Absolute Frequency Referencing
URL: http://arxiv.org/abs/2205.03334v1
Title: Atomic model of the Salmonella SPI-1 type III secretion injectisome basal body proteins InvG, PrgH, and PrgK
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/5tcr
Title: Interfacial behavior of vegetable protein isolates at sunflower oil/water interface.
URL: https://www.ncbi.nlm.nih.gov/pubmed/36413907
Title: Crystal structure of cathepsin b inhibited with CA030 at 2.1 angstroms resolution: A basis for the design of specific epoxysuccinyl inhibitors
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/1csb
Title: Optimal Carbon Emission Control With Allowances Purchasing
URL: http://arxiv.org/abs/2407.08477v1
Title: EcoLife: Carbon-Aware Serverless Function Scheduling for Sustainable Computing
URL: http://arxiv.org/abs/2409.02085v2
Title: Solution Structure of Bacillus anthracis Sortase A (SrtA) Transpeptidase
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/2kw8
Title: Solution structure of protein ARR_CleD in complex with c-di-GMP
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/6sft
Title: Dynamics of Droplet Pinch-Off at Emulsified Oil-Water Interfaces: Interplay between Interfacial Viscoelasticity and Capillary Forces.
URL: https://www.ncbi.nlm.nih.gov/pubmed/36763387
Title: Polarization insensitive non-interleaved frequency multiplexed dual-band Terahertz coding metasurface for independent control of reflected waves.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39261549
Title: Interleaving radiosity
URL: https://doi.org/10.1007/bf02949819
Title: data for "Effect of curing time on phase morphology and fracture toughness of PEK-C film interleaved carbon fibre/epoxy composite laminates"
URL: https://dx.doi.org/10.17632/8jwzx53ypw
Title: Numerical analysis of fiber reinforced composite material for structural component application.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39328535
Title: Crystal Structure of HLA-B7 in complex with RPP, an EBV peptide
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/5wmo
Title: Influential reinforcement parameters, elemental mapping, topological analysis and mechanical performance of lignocellulosic date palm/epoxy composites for improved sustainable materials.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39323794
Title: Optimal pricing for carbon dioxide removal under inter-regional leakage
URL: http://arxiv.org/abs/2212.09299v1
Title: Interleave Frequency Division Multiplexing
URL: http://arxiv.org/abs/2405.02604v1
Title: Towards a Novel Perspective on Adversarial Examples Driven by Frequency
URL: http://arxiv.org/abs/2404.10202v1
Title: Interleavings for categories with a flow and the hom-tree lower bound
URL: http://hdl.handle.net/2429/69159
Title: Classical Metric Properties for Categories with the Interleaving Distance
URL: https://dx.doi.org/10.5446/60572
Title: Quantum paraelectric varactors for radiofrequency measurements at millikelvin temperatures.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39329079
Title: Crystal Structure of HLA-B8 in complex with QIK, a CMV peptide
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/5wmr
Title: Crystal Structure of HLA-B7 in complex with SPI, an influenza peptide
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/5wmn
Title: interleave: Converts Tabular Data to Interleaved Vectors
URL: https://doi.org/10.32614/cran.package.interleave
Title: Structure of the influenza AM2-BM2 chimeric channel
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/2ljb
Title: Proton Channel M2 from Influenza A in complex with inhibitor rimantadine
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/2rlf
Title: Super-Resolution Ultrasound Imaging for Analysis of Microbubbles Cluster by Acoustic Vortex Tweezers.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39312432
Title: Near-atomic resolution cryo-EM structure of the periplasmic domains of PrgH and PrgK
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/5tcp
Title: Process synthesis and optimization for the production of carbon nanostructures.
URL: https://www.ncbi.nlm.nih.gov/pubmed/19706958
Title: Interleavers
URL: https://ris.utwente.nl/ws/files/5586234/Preprint_Ch.9.pdf
Title: Three-dimensional EM structure of an intact activator-dependent transcription initiation complex
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/3iyd
Title: Assessment of spectral ghost artifacts in echo-planar spectroscopic micro-imaging with flyback readout.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39317713
Title: Effect of cementation protocols on the fracture load of bilayer ceramic crowns manufactured by the Rapid Layer Technology.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39320003
Title: Mitigating Low-Frequency Bias: Feature Recalibration and Frequency Attention Regularization for Adversarial Robustness
URL: http://arxiv.org/abs/2407.04016v1
Title: Surface topography changes and wear resistance of different non-metallic telescopic crown attachment materials in implant retained overdenture (prospective comparative in vitro study).
URL: https://www.ncbi.nlm.nih.gov/pubmed/39327589
Title: Demonstrating a Quartz Crystal Microbalance with Dissipation (QCMD) to Enhance the Monitoring and Mechanistic Understanding of Iron Carbonate Crystalline Films.
URL: https://www.ncbi.nlm.nih.gov/pubmed/38980721
Title: A Multifunctional Coating with Active Corrosion Protection Through a Synergistic pH- and Thermal-Responsive Mechanism.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39324225
Title: Data : 3.33/6.66kW Interleaved Power Factor Correction
URL: https://dx.doi.org/10.17632/7cgvjvr67b
Title: Rational design of epoxy functionalized ionic liquids electrolyte additive for hydrogen-free and dendrite-free aqueous zinc batteries.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39326165
Title: Reducing residential emissions: carbon pricing vs. subsidizing retrofits
URL: http://arxiv.org/abs/2310.15687v1
Title: Crystal Structure of MHC class I HLA-A2 molecule complexed with HCMV pp65-495-503 nonapeptide V6G variant
URL: https://www.ebi.ac.uk/pdbe/entry/pdb/3mrd
Title: The Interleaved Genome
URL: http://ora.ox.ac.uk/objects/uuid:0f6b0c95-7e1d-4495-89bc-663771df243e
Title: The Vagaries of Frequency
URL: https://halshs.archives-ouvertes.fr/halshs-00731173
Title: Baumol's Climate Disease
URL: http://arxiv.org/abs/2312.00160v1
Title: Evaluation of the Antihyperglycemic efficacy of the roots of Ferula orientalis L.: An in vitro to in vivo assessment.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39321856
Title: Full-frequency GW without frequency
URL: https://dx.doi.org/10.48550/arxiv.2009.14315
Title: Interleave in peace, or interleave in pieces
URL: https://doi.org/10.1109/99.683746
Title: Universality of the Homotopy Interleaving Distance
URL: http://arxiv.org/abs/1705.01690v2
Title: Enhanced multi-layer perceptron for CO2 emission prediction with worst moth disrupted moth fly optimization (WMFO).
URL: https://www.ncbi.nlm.nih.gov/pubmed/38882359
Title: Echotexture of recurrent laryngeal nerves: the depiction of recurrent laryngeal nerves at high-frequency ultrasound during radical thyroidectomy.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39329102
Title: Interleave 2
URL: https://doi.org/10.51952/9781529226874.ch003
Title: Purification and Characterization of an Extracellular Alkaline Solvent-stable Metalloprotease Secreted from Newly Isolated
URL: https://www.ncbi.nlm.nih.gov/pubmed/34825018
Title: The Double-Deck Viscoelastic Technique: a Novel Surgical Technique to Protect the Corneal Endothelium in Penetrating Keratoplasty of Aphakic Silicone Oil-Dependent Eyes after Severe Ocular Injury.
URL: https://www.ncbi.nlm.nih.gov/pubmed/36309624
Title: Interleaving of path sets
URL: http://arxiv.org/abs/2101.02441v1
Title: A novel Affi-Cova magnetic nanoparticles for one-step covalent immobilization of His-tagged enzyme directly from crude cell lysate.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39322145
Title: Frequency divider
URL: http://dx.doi.org/10.1109/TPWRS.2016.2569563
Title: Micro frequency hopping spread spectrum modulation and encryption technology
URL: http://arxiv.org/abs/2408.00400v1
Title: On Frequency
URL: https://doi.org/10.1111/j.1539-6924.2011.01764.x
Title: An Interleaving Distance for Ordered Merge Trees
URL: http://arxiv.org/abs/2312.11113v3
Title: Labeled Interleaving Distance for Reeb Graphs
URL: http://arxiv.org/abs/2306.01186v1
Title: PRIME: Phase Reversed Interleaved Multi-Echo acquisition enables highly accelerated distortion-free diffusion MRI.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39314505
Title: Magnetic Resonance Imaging (MRI) Evaluation and Classification of Vascular Malformations.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39310382
Title: Interleave 7
URL: https://doi.org/10.51952/9781529226874.ch013
Title: Interleaver
URL: https://doi.org/10.1007/978-3-8348-9927-9_10
Title: The interaction between dietary nitrates/nitrites intake and gut microbial metabolites on metabolic syndrome: a cross-sectional study.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39328991
Title: Gromov-Hausdorff and Interleaving distance for trees
URL: https://dx.doi.org/10.14288/1.0377403
Title: Complex Frequency
URL: https://doi.org/10.1109/pesgm48719.2022.9917164
Title: Evaluation of Middle Cerebral Artery Culprit Plaque Inflammation in Ischemic Stroke Using CAIPIRINHA-Dixon-TWIST Dynamic Contrast-Enhanced Magnetic Resonance Imaging.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39258494
Title: Interleave 5
URL: https://doi.org/10.51952/9781529226874.ch009
Title: Unveiling the hidden risks of CPAP device innovations and the necessity of patient-centric testing.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39329189
Title: AC Frequency
URL: https://dx.doi.org/10.6084/m9.figshare.5259460
Title: PTB GRPE Interleaved Resolution Phantom Acquisition
URL: http://dx.doi.org/10.5281/zenodo.3647967
Title: Frequencies
URL: https://doi.org/10.4324/9780429056765-7
Title: Mains Frequency
URL: http://dx.doi.org/10.5281/zenodo.7491565
Title: Noradrenaline modulates sensory information in mouse vomeronasal sensory neurons.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39328934
Title: Frequency in the Dictionary
URL: https://doi.org/10.3726/9783034344180.003.0004
Title: Interleaving Retrieval Practice Promotes Science Learning
URL: https://dx.doi.org/10.25384/sage.c.5953570
Title: Illness representation in patients with multiple sclerosis: A preliminary narrative medicine study.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39329093
Title: A Review of Meta-Analyses of Prevention Strategies for Problematic Cannabis Use.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39328973
Title: Frequency table
URL: https://dx.doi.org/10.5061/dryad.50554tg/2
Title: Hitting the Rewind Button: Imagining Analogue Trauma Memories in Reverse Reduces Distressing Intrusions.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39329077
Title: [Identification of conservation and restoration materials for iron relics through ultraviolet-induced visible luminescence imaging and pyrolysis-gas chromatography/mass spectrometry].
URL: https://www.ncbi.nlm.nih.gov/pubmed/39327664
Title: [The cutting-edge developments and future prospects of enabling technologies in spinal surgery clinical treatments].
URL: https://www.ncbi.nlm.nih.gov/pubmed/38044602
Title: frequency distribution
URL: https://dx.doi.org/10.5281/zenodo.6861104
Title: Sensori-motor neurofeedback improves inhibitory control and induces neural changes: a placebo-controlled, double-blind, event-related potentials study.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39328986
Title: Supervised machine learning on ECG features to classify sleep in non-critically ill children.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39329187
Title: Neural Mechanisms of Learning and Consolidation of Morphologically Derived Words in a Novel Language: Evidence From Hebrew Speakers.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39301207
Title: DTU frequency
URL: https://dx.doi.org/10.6084/m9.figshare.4994231.v2
Title: Learning melodic musical intervals: To block or to interleave?
URL: https://dx.doi.org/10.25384/sage.c.5019068.v1
Title: How does industrial structure transformation affect carbon emissions in China: the moderating effect of financial development.
URL: https://www.ncbi.nlm.nih.gov/pubmed/34595705
Title: Host Frequency
URL: https://dx.doi.org/10.6084/m9.figshare.7853471.v1
Title: Blocked training facilitates learning of multiple schemas.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39242783
Title: HER4 is a high-affinity dimerization partner for all EGFR/HER/ErbB family proteins.
URL: https://www.ncbi.nlm.nih.gov/pubmed/39276020
Title: Allele frequencies
URL: https://dx.doi.org/10.5061/dryad.r31sg.2/4.2
Title: frequency density data.xls
URL: https://dx.doi.org/10.6084/m9.figshare.12950531.v4
Title: Frequency of behaviors.xlsx
URL: https://dx.doi.org/10.6084/m9.figshare.8429111.v1
Title: Frequency dataset.xlsx
URL: https://dx.doi.org/10.6084/m9.figshare.24130101.v1

196
main.py
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@ -1,202 +1,40 @@
import warnings import warnings
from transformers import AutoTokenizer, AutoModel
from keybert import KeyBERT
import torch
import torch.nn.functional as F
import requests
import progressbar
from itertools import combinations
from datetime import datetime from datetime import datetime
from src.scrub import scrub_web
from src.key import create_queries
from src.evaluate import sort_results
# Suppress FutureWarnings and other warnings
warnings.simplefilter(action='ignore', category=FutureWarning)
#subject = input("Enter subject : ") #subject = input("Enter subject : ")
subject = "Experiments, numerical models and optimization of carbon-epoxy plates damped by a frequency-dependent interleaved viscoelastic layer" subject = "Experiments, numerical models and optimization of carbon-epoxy plates damped by a frequency-dependent interleaved viscoelastic layer"
current_time = datetime.now().strftime("%m-%d_%H-%M") current_time = datetime.now().strftime("%m-%d_%H-%M")
file_path = f"logs/run_{current_time}.log" file_path = f"logs/run_{current_time}.log"
log_content = f"# Hin run, {current_time}\n\nSubject : {subject}\n\n"
content = f"# Hin run, {current_time}\n\nSubject : {subject}\n\n" queries, keyword_log = create_queries(subject)
log_content += keyword_log
widgets = [' [', results, scrub_log = scrub_web(queries)
progressbar.Timer(format= 'elapsed time: %(elapsed)s'), log_content += scrub_log
'] ',
progressbar.Bar('*'),' (',
progressbar.ETA(), ') ',
]
# Suppress FutureWarnings and other warnings sorted_results, results_log = sort_results(subject, results)
warnings.simplefilter(action='ignore', category=FutureWarning) log_content += results_log
print("\n### Fetching Data ###\n")
# Load the tokenizer and the model
tokenizer = AutoTokenizer.from_pretrained('allenai/scibert_scivocab_uncased')
print("* Got tokenizer")
model = AutoModel.from_pretrained('allenai/scibert_scivocab_uncased')
print("* Got model")
kw_model = KeyBERT()
print("* Got Keybert")
# Function to compute sentence embeddings by pooling token embeddings (CLS token)
def get_sentence_embedding(text):
inputs = tokenizer(text, return_tensors="pt", padding=True, truncation=True, max_length=512)
with torch.no_grad():
outputs = model(**inputs)
# Pooling strategy: Use the hidden state of the [CLS] token as the sentence embedding
cls_embedding = outputs.last_hidden_state[:, 0, :] # Shape: (batch_size, hidden_size)
return cls_embedding
# Function to compute cosine similarity
def compute_similarity(embedding1, embedding2):
similarity = F.cosine_similarity(embedding1, embedding2)
return similarity.item()
print("\n### Getting Keywords ###\n")
keywords = kw_model.extract_keywords(subject, keyphrase_ngram_range=(1, 2), stop_words='english', use_mmr=True, diversity=0.7)
print("* keywords extracted")
sorted_keywords = sorted(keywords, key=lambda x: -x[1])
text_keywords = [x[0] for x in sorted_keywords]
content += f"## Keywords\n\n{text_keywords}\n\n"
queries = []
for r in range(1, len(text_keywords) + 1):
comb = combinations(text_keywords, r)
queries.extend(comb)
final_queries = [subject] + ["\"" + "\" OR \"".join(query) + "\"" for query in queries]
#final_queries.ins(subject)
print("* query generated")
print("\n### Fetching Web data ###\n")
# Define the SearxNG instance URL and search query
searxng_url = "https://search.penwing.org/search"
results = []
web_bar = progressbar.ProgressBar(widgets=[progressbar.Percentage(), progressbar.Bar()],
maxval=len(final_queries)).start()
progress = 0
content += f"## Queries\n\n"
for query in final_queries :
params = {
"q": query, # Your search query
"format": "json", # Requesting JSON format
"categories": "science", # You can specify categories (optional)
}
response = requests.get(searxng_url, params=params)
if response.status_code == 200:
data = response.json()
# List to store results with similarity scores
scored_results = []
results.extend(data.get("results", []))
content += f"{query};\n"
if query == subject:
test_content = ""
for result in data.get("results", []):
test_content+= result['title'] + "\n---\n"
with open("test.log", 'w') as file:
file.write(test_content)
else:
print(f"Error: {response.status_code}")
progress += 1
web_bar.update(progress)
print("\n\n### Starting result processing (",len(results),") ###\n")
subject_embedding = get_sentence_embedding(subject)
print("* Tokenized subject\n")
scored_results_urls = []
scored_results = []
bar = progressbar.ProgressBar(widgets=[progressbar.Percentage(), progressbar.Bar()],
maxval=len(results)).start()
progress = 0
found_original = False
# Process each result
for result in results :
progress += 1
bar.update(progress)
title = result['title']
url = result['url']
snippet = result['content']
if title == subject :
found_original = True
if url in scored_results_urls :
continue
scored_results_urls.append(url)
# Get embedding for the snippet (abstract)
#result_embedding = get_sentence_embedding(snippet)
result_embedding = get_sentence_embedding(title)
# Compute similarity between subject and snippet
similarity = compute_similarity(subject_embedding, result_embedding)
# Store the result with its similarity score
scored_results.append({
'title': title,
'url': url,
'snippet': snippet,
'similarity': similarity
})
if found_original :
print("\n* Found Original Article")
# Sort the results by similarity (highest first)
top_results = sorted(scored_results, key=lambda x: x['similarity'], reverse=True)
print("\n\n### Done ###\n") print("\n\n### Done ###\n")
# Print the top 10 results # Print the top 10 results
for idx, result in enumerate(top_results[:10], 1): for idx, result in enumerate(sorted_results[:10], 1):
print(f"Rank {idx} ({result['similarity']:.4f}):") print(f"Rank {idx} ({result['similarity']:.4f}):")
print(f"Title: {result['title']}") print(f"Title: {result['title']}")
print(f"URL: {result['url']}") print(f"URL: {result['url']}")
print(f"Snippet: {result['snippet']}") print(f"Snippet: {result['snippet']}")
print("-" * 40) print("-" * 40)
# Define the file path with the current time in the filename
content += "\n## Results\n\n"
for result in top_results :
content += f"Title: {result['title']}\nURL: {result['url']}\n\n"
# Create and save the file # Create and save the file
with open(file_path, 'w') as file: with open(file_path, 'w') as file:
file.write(content) file.write(log_content)

92
src/evaluate.py Normal file
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from transformers import AutoTokenizer, AutoModel
import torch
import torch.nn.functional as F
import progressbar
print("\n### Fetching SciBert ###\n")
# Load the tokenizer and the model
tokenizer = AutoTokenizer.from_pretrained('allenai/scibert_scivocab_uncased')
print("* Got tokenizer")
model = AutoModel.from_pretrained('allenai/scibert_scivocab_uncased')
print("* Got model")
# Function to compute sentence embeddings by pooling token embeddings (CLS token)
def get_sentence_embedding(text):
inputs = tokenizer(text, return_tensors="pt", padding=True, truncation=True, max_length=512)
with torch.no_grad():
outputs = model(**inputs)
# Pooling strategy: Use the hidden state of the [CLS] token as the sentence embedding
cls_embedding = outputs.last_hidden_state[:, 0, :] # Shape: (batch_size, hidden_size)
return cls_embedding
# Function to compute cosine similarity
def compute_similarity(embedding1, embedding2):
similarity = F.cosine_similarity(embedding1, embedding2)
return similarity.item()
def sort_results(subject, results):
print("\n### Starting result processing (",len(results),") ###\n")
subject_embedding = get_sentence_embedding(subject)
print("* Tokenized subject\n")
scored_results_urls = []
scored_results = []
bar = progressbar.ProgressBar(widgets=[progressbar.Percentage(), progressbar.Bar()],
maxval=len(results)).start()
progress = 0
found_original = False
# Process each result
for result in results :
progress += 1
bar.update(progress)
title = result['title']
url = result['url']
snippet = result['content']
if title == subject :
found_original = True
if url in scored_results_urls :
continue
scored_results_urls.append(url)
# Get embedding for the snippet (abstract)
#result_embedding = get_sentence_embedding(snippet)
result_embedding = get_sentence_embedding(title)
# Compute similarity between subject and snippet
similarity = compute_similarity(subject_embedding, result_embedding)
# Store the result with its similarity score
scored_results.append({
'title': title,
'url': url,
'snippet': snippet,
'similarity': similarity
})
# Sort the results by similarity (highest first)
sorted_results = sorted(scored_results, key=lambda x: x['similarity'], reverse=True)
log = "## Results\n\n"
for result in sorted_results :
log += f"Title: {result['title']}\nURL: {result['url']}\n\n"
return sorted_results, log

33
src/key.py Normal file
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from keybert import KeyBERT
from itertools import combinations
def create_queries(subject) :
print("\n### Getting Keywords ###\n")
kw_model = KeyBERT()
print("* Got Keybert")
keywords = kw_model.extract_keywords(subject, keyphrase_ngram_range=(1, 2), stop_words='english', use_mmr=True, diversity=0.7)
print("* keywords extracted")
sorted_keywords = sorted(keywords, key=lambda x: -x[1])
text_keywords = [x[0] for x in sorted_keywords]
log = f"## Keywords\n\n{text_keywords}\n\n"
queries = []
for r in range(1, len(text_keywords) + 1):
comb = combinations(text_keywords, r)
queries.extend(comb)
final_queries = [subject] + ["\"" + "\" OR \"".join(query) + "\"" for query in queries]
#final_queries.ins(subject)
print("* query generated")
return final_queries, log

42
src/scrub.py Normal file
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import requests
import progressbar
searxng_url = "https://search.penwing.org/search"
def scrub_web(queries) :
print("\n### Fetching Web data ###\n")
web_bar = progressbar.ProgressBar(widgets=[progressbar.Percentage(), progressbar.Bar()],
maxval=len(queries)).start()
progress = 0
results = []
log = "## Queries\n\n"
for query in queries :
params = {
"q": query, # Your search query
"format": "json", # Requesting JSON format
"categories": "science", # You can specify categories (optional)
}
response = requests.get(searxng_url, params=params)
if response.status_code == 200:
data = response.json()
# List to store results with similarity scores
scored_results = []
results.extend(data.get("results", []))
log += f"{query};\n"
else:
print(f"Error: {response.status_code}")
progress += 1
web_bar.update(progress)
print("")
return results, log

0
test.py → src/test.py
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22
test.log
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@ -1,22 +0,0 @@
Controllability of a viscoelastic plate using one boundary control in displacement or bending
---
Decay estimate in a viscoelastic plate equation with past history, nonlinear damping, and logarithmic nonlinearity
---
Viscoelasticity and elastocapillarity effects in the impact of drops on a repellent surface
---
Boundary layer in linear viscoelasticity
---
Extended plane wave expansion formulation for viscoelastic phononic thin plates
---
Stabilization for vibrating plate with singular structural damping
---
Global existence and decay estimates for a viscoelastic plate equation with nonlinear damping and logarithmic nonlinearity
---
Simulations of wobble damping in viscoelastic rotators
---
Derivation of von Kármán plate theory in the framework of three-dimensional viscoelasticity
---
Experiments, numerical models and optimization of carbon-epoxy plates damped by a frequency-dependent interleaved viscoelastic layer
---
Understanding viscoelastic flow instabilities: Oldroyd-B and beyond
---

10
test1.log
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@ -1,10 +0,0 @@
Controllability of a viscoelastic plate using one boundary control in displacement or bending
Decay estimate in a viscoelastic plate equation with past history, nonlinear damping, and logarithmic nonlinearity
Viscoelasticity and elastocapillarity effects in the impact of drops on a repellent surface
Boundary layer in linear viscoelasticity
Extended plane wave expansion formulation for viscoelastic phononic thin plates
Stabilization for vibrating plate with singular structural damping
Global existence and decay estimates for a viscoelastic plate equation with nonlinear damping and logarithmic nonlinearity
Simulations of wobble damping in viscoelastic rotators
Derivation of von Kármán plate theory in the framework of three-dimensional viscoelasticity
Understanding viscoelastic flow instabilities: Oldroyd-B and beyond