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Topic_classification_for_scientific_articles

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1NEYRON1 commited on Apr 7, 2025

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230678a

1 Parent(s): dd466f5

Update app.py

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app.py +139 -140

app.py CHANGED Viewed

@@ -1,146 +1,145 @@
 import streamlit as st
 from transformers import pipeline, AutoTokenizer, AutoModelForSequenceClassification
-id_to_cat = {
-    0: 'Cryptography and Security',
-    1: 'Medical Physics',
-    2: 'Audio and Speech Processing',
-    3: 'Combinatorics',
-    4: 'Information Theory',
-    5: 'Quantum Physics',
-    6: 'Nuclear Theory',
-    7: 'Computers and Society',
-    8: 'Pattern Formation and Solitons',
-    9: 'General Finance',
-    10: 'Multiagent Systems',
-    11: 'Trading and Market Microstructure',
-    12: 'Mesoscale and Nanoscale Physics',
-    13: 'Instrumentation and Detectors',
-    14: 'Emerging Technologies',
-    15: 'Software Engineering',
-    16: 'Computational Physics',
-    17: 'Econometrics',
-    18: 'Materials Science',
-    19: 'Computer Vision and Pattern Recognition',
-    20: 'Differential Geometry',
-    21: 'General Literature',
-    22: 'Computation and Language',
-    23: 'Superconductivity',
-    24: 'Risk Management',
-    25: 'Other Condensed Matter',
-    26: 'Other Quantitative Biology',
-    27: 'High Energy Physics - Phenomenology',
-    28: 'Analysis of PDEs',
-    29: 'Earth and Planetary Astrophysics',
-    30: 'Optics',
-    31: 'Hardware Architecture',
-    32: 'Optimization and Control',
-    33: 'Methodology',
-    34: 'Number Theory',
-    35: 'General Topology',
-    36: 'Populations and Evolution',
-    37: 'Solar and Stellar Astrophysics',
-    38: 'Distributed, Parallel, and Cluster Computing',
-    39: 'Chaotic Dynamics',
-    40: 'History and Philosophy of Physics',
-    41: 'Computational Engineering, Finance, and Science',
-    42: 'Discrete Mathematics',
-    43: 'Statistical Mechanics',
-    44: 'Operating Systems',
-    45: 'Data Structures and Algorithms',
-    46: 'Geophysics',
-    47: 'Quantum Algebra',
-    48: 'Systems and Control',
-    49: 'Statistics Theory',
-    50: 'High Energy Physics - Theory',
-    51: 'Rings and Algebras',
-    52: 'Neural and Evolutionary Computing',
-    53: 'General Physics',
-    54: 'Computational Geometry',
-    55: 'Signal Processing',
-    56: 'Computational Finance',
-    57: 'History and Overview',
-    58: 'Space Physics',
-    59: 'Physics and Society',
-    60: 'Cosmology and Nongalactic Astrophysics',
-    61: 'Information Retrieval',
-    62: 'Symbolic Computation',
-    63: 'Statistical Finance',
-    64: 'Image and Video Processing',
-    65: 'Quantum Gases',
-    66: 'Artificial Intelligence',
-    67: 'Nuclear Experiment',
-    68: 'General Mathematics',
-    69: 'Complex Variables',
-    70: 'Logic in Computer Science',
-    71: 'Data Analysis, Statistics and Probability',
-    72: 'Fluid Dynamics',
-    73: 'Dynamical Systems',
-    74: 'High Energy Astrophysical Phenomena',
-    75: 'Programming Languages',
-    76: 'Mathematical Physics',
-    77: 'Logic',
-    78: 'Social and Information Networks',
-    79: 'Numerical Analysis',
-    80: 'Sound',
-    81: 'Chemical Physics',
-    82: 'Genomics',
-    83: 'Instrumentation and Methods for Astrophysics',
-    84: 'Applications',
-    85: 'Representation Theory',
-    86: 'Machine Learning',
-    87: 'Formal Languages and Automata Theory',
-    88: 'Quantitative Methods',
-    89: 'Atmospheric and Oceanic Physics',
-    90: 'Subcellular Processes',
-    91: 'Networking and Internet Architecture',
-    92: 'Functional Analysis',
-    93: 'Metric Geometry',
-    94: 'General Relativity and Quantum Cosmology',
-    95: 'Spectral Theory',
-    96: 'Graphics',
-    97: 'Adaptation and Self-Organizing Systems',
-    98: 'Economics',
-    99: 'Classical Analysis and ODEs',
-    100: 'Other Computer Science',
-    101: 'Geometric Topology',
-    102: 'Pricing of Securities',
-    103: 'High Energy Physics - Experiment',
-    104: 'Category Theory',
-    105: 'Human-Computer Interaction',
-    106: 'Biological Physics',
-    107: 'Popular Physics',
-    108: 'Probability',
-    109: 'Commutative Algebra',
-    110: 'Strongly Correlated Electrons',
-    111: 'Group Theory',
-    112: 'Computation',
-    113: 'Digital Libraries',
-    114: 'Classical Physics',
-    115: 'Neurons and Cognition',
-    116: 'Operator Algebras',
-    117: 'Tissues and Organs',
-    118: 'High Energy Physics - Lattice',
-    119: 'Robotics',
-    120: 'Portfolio Management',
-    121: 'Computational Complexity',
-    122: 'Soft Condensed Matter',
-    123: 'Mathematical Software',
-    124: 'Applied Physics',
-    125: 'Computer Science and Game Theory',
-    126: 'Multimedia',
-    127: 'Molecular Networks',
-    128: 'Disordered Systems and Neural Networks',
-    129: 'Other Statistics',
-    130: 'Cell Behavior',
-    131: 'Performance',
-    132: 'Biomolecules',
-    133: 'Astrophysics of Galaxies',
-    134: 'Databases',
-    135: 'Algebraic Topology',
-    136: 'Cellular Automata and Lattice Gases',
-    137: 'Algebraic Geometry'
-}
 @st.cache_resource
 def load_model():

 import streamlit as st
 from transformers import pipeline, AutoTokenizer, AutoModelForSequenceClassification
+id_to_cat = {0: 'High Energy Physics - Theory',
+             1: 'Category Theory',
+             2: 'Methodology',
+             3: 'Formal Languages and Automata Theory',
+             4: 'Robotics',
+             5: 'Fluid Dynamics',
+             6: 'Spectral Theory',
+             7: 'Econometrics',
+             8: 'Programming Languages',
+             9: 'Discrete Mathematics',
+             10: 'Networking and Internet Architecture',
+             11: 'Quantum Gases',
+             12: 'Data Structures and Algorithms',
+             13: 'Databases',
+             14: 'Earth and Planetary Astrophysics',
+             15: 'Optimization and Control',
+             16: 'Biomolecules',
+             17: 'Cryptography and Security',
+             18: 'Geometric Topology',
+             19: 'Other Condensed Matter',
+             20: 'Statistical Mechanics',
+             21: 'Analysis of PDEs',
+             22: 'Quantitative Methods',
+             23: 'Artificial Intelligence',
+             24: 'Classical Analysis and ODEs',
+             25: 'Machine Learning',
+             26: 'Combinatorics',
+             27: 'Pattern Formation and Solitons',
+             28: 'Solar and Stellar Astrophysics',
+             29: 'Audio and Speech Processing',
+             30: 'Computer Science and Game Theory',
+             31: 'Mesoscale and Nanoscale Physics',
+             32: 'Instrumentation and Methods for Astrophysics',
+             33: 'Logic',
+             34: 'General Relativity and Quantum Cosmology',
+             35: 'Differential Geometry',
+             36: 'Graphics',
+             37: 'Logic in Computer Science',
+             38: 'Materials Science',
+             39: 'Computational Finance',
+             40: 'General Literature',
+             41: 'Tissues and Organs',
+             42: 'Digital Libraries',
+             43: 'Sound',
+             44: 'Computational Engineering, Finance, and Science',
+             45: 'Biological Physics',
+             46: 'Algebraic Geometry',
+             47: 'Genomics',
+             48: 'Algebraic Topology',
+             49: 'Mathematical Software',
+             50: 'Cosmology and Nongalactic Astrophysics',
+             51: 'Probability',
+             52: 'Data Analysis, Statistics and Probability',
+             53: 'Classical Physics',
+             54: 'Image and Video Processing',
+             55: 'Neural and Evolutionary Computing',
+             56: 'History and Philosophy of Physics',
+             57: 'Astrophysics of Galaxies',
+             58: 'Molecular Networks',
+             59: 'Cellular Automata and Lattice Gases',
+             60: 'Optics',
+             61: 'General Finance',
+             62: 'Mathematical Physics',
+             63: 'Multimedia',
+             64: 'Computational Physics',
+             65: 'Performance',
+             66: 'History and Overview',
+             67: 'Instrumentation and Detectors',
+             68: 'Computer Vision and Pattern Recognition',
+             69: 'Medical Physics',
+             70: 'Quantum Physics',
+             71: 'Number Theory',
+             72: 'Social and Information Networks',
+             73: 'Populations and Evolution',
+             74: 'High Energy Physics - Lattice',
+             75: 'Pricing of Securities',
+             76: 'Nuclear Theory',
+             77: 'Human-Computer Interaction',
+             78: 'Representation Theory',
+             79: 'Geophysics',
+             80: 'Operator Algebras',
+             81: 'Computational Complexity',
+             82: 'Distributed, Parallel, and Cluster Computing',
+             83: 'Software Engineering',
+             84: 'Computational Geometry',
+             85: 'Cell Behavior',
+             86: 'Quantum Algebra',
+             87: 'Hardware Architecture',
+             88: 'Strongly Correlated Electrons',
+             89: 'Portfolio Management',
+             90: 'General Topology',
+             91: 'Statistical Finance',
+             92: 'Computation and Language',
+             93: 'Atmospheric and Oceanic Physics',
+             94: 'Multiagent Systems',
+             95: 'Rings and Algebras',
+             96: 'Nuclear Experiment',
+             97: 'Space Physics',
+             98: 'Risk Management',
+             99: 'General Mathematics',
+             100: 'Other Statistics',
+             101: 'Symbolic Computation',
+             102: 'High Energy Physics - Phenomenology',
+             103: 'Popular Physics',
+             104: 'Functional Analysis',
+             105: 'Economics',
+             106: 'Computation',
+             107: 'Operating Systems',
+             108: 'Complex Variables',
+             109: 'Applications',
+             110: 'Information Theory',
+             111: 'Physics and Society',
+             112: 'Other Computer Science',
+             113: 'Metric Geometry',
+             114: 'Signal Processing',
+             115: 'Information Retrieval',
+             116: 'Numerical Analysis',
+             117: 'Chemical Physics',
+             118: 'Trading and Market Microstructure',
+             119: 'Soft Condensed Matter',
+             120: 'Computers and Society',
+             121: 'General Physics',
+             122: 'Superconductivity',
+             123: 'Statistics Theory',
+             124: 'Emerging Technologies',
+             125: 'High Energy Astrophysical Phenomena',
+             126: 'Other Quantitative Biology',
+             127: 'High Energy Physics - Experiment',
+             128: 'Commutative Algebra',
+             129: 'Applied Physics',
+             130: 'Dynamical Systems',
+             131: 'Adaptation and Self-Organizing Systems',
+             132: 'Neurons and Cognition',
+             133: 'Subcellular Processes',
+             134: 'Chaotic Dynamics',
+             135: 'Group Theory',
+             136: 'Systems and Control',
+             137: 'Disordered Systems and Neural Networks'
+            }
 @st.cache_resource
 def load_model():