Add BERTopic model

README.md

@@ -0,0 +1,179 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# respapers_topics
+
+This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. 
+BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. 
+
+## Usage 
+
+To use this model, please install BERTopic:
+
+```
+pip install -U bertopic
+```
+
+You can use the model as follows:
+
+```python
+from bertopic import BERTopic
+topic_model = BERTopic.load("CCatalao/respapers_topics")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 112
+* Number of training documents: 29961
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | data - model - paper - time - based | 20 | -1_data_model_paper_time | 
+| 0 | spin - magnetic - phase - quantum - temperature | 12937 | 0_spin_magnetic_phase_quantum | 
+| 1 | mass - star - stars - 10 - stellar | 3048 | 1_mass_star_stars_10 | 
+| 2 | reinforcement - reinforcement learning - learning - policy - robot | 2564 | 2_reinforcement_reinforcement learning_learning_policy | 
+| 3 | logic - semantics - programs - automata - languages | 556 | 3_logic_semantics_programs_automata | 
+| 4 | neural - networks - neural networks - deep - training | 478 | 4_neural_networks_neural networks_deep | 
+| 5 | networks - community - network - social - nodes | 405 | 5_networks_community_network_social | 
+| 6 | word - translation - language - words - sentence | 340 | 6_word_translation_language_words | 
+| 7 | object - 3d - camera - pose - localization | 298 | 7_object_3d_camera_pose | 
+| 8 | classification - label - classifier - learning - classifiers | 294 | 8_classification_label_classifier_learning | 
+| 9 | convex - gradient - stochastic - convergence - optimization | 287 | 9_convex_gradient_stochastic_convergence | 
+| 10 | graphs - graph - vertices - vertex - edge | 284 | 10_graphs_graph_vertices_vertex | 
+| 11 | brain - neurons - connectivity - neural - synaptic | 273 | 11_brain_neurons_connectivity_neural | 
+| 12 | robots - robot - planning - control - motion | 255 | 12_robots_robot_planning_control | 
+| 13 | prime - numbers - polynomials - integers - zeta | 245 | 13_prime_numbers_polynomials_integers | 
+| 14 | tensor - rank - matrix - low rank - pca | 226 | 14_tensor_rank_matrix_low rank | 
+| 15 | power - energy - grid - renewable - load | 222 | 15_power_energy_grid_renewable | 
+| 16 | channel - power - mimo - interference - wireless | 219 | 16_channel_power_mimo_interference | 
+| 17 | adversarial - attacks - adversarial examples - attack - examples | 208 | 17_adversarial_attacks_adversarial examples_attack | 
+| 18 | gan - gans - generative - generative adversarial - adversarial | 200 | 18_gan_gans_generative_generative adversarial | 
+| 19 | media - social - twitter - users - social media | 196 | 19_media_social_twitter_users | 
+| 20 | posterior - monte - monte carlo - carlo - bayesian | 190 | 20_posterior_monte_monte carlo_carlo | 
+| 21 | estimator - estimators - regression - quantile - estimation | 189 | 21_estimator_estimators_regression_quantile | 
+| 22 | software - code - developers - projects - development | 178 | 22_software_code_developers_projects | 
+| 23 | regret - bandit - armed - arm - multi armed | 177 | 23_regret_bandit_armed_arm | 
+| 24 | omega - mathbb - solutions - boundary - equation | 177 | 24_omega_mathbb_solutions_boundary | 
+| 25 | numerical - scheme - mesh - method - order | 175 | 25_numerical_scheme_mesh_method | 
+| 26 | causal - treatment - outcome - effects - causal inference | 174 | 26_causal_treatment_outcome_effects | 
+| 27 | curvature - mean curvature - riemannian - ricci - metric | 164 | 27_curvature_mean curvature_riemannian_ricci | 
+| 28 | control - distributed - systems - consensus - agents | 156 | 28_control_distributed_systems_consensus | 
+| 29 | groups - group - subgroup - subgroups - finite | 153 | 29_groups_group_subgroup_subgroups | 
+| 30 | segmentation - images - image - convolutional - medical | 148 | 30_segmentation_images_image_convolutional | 
+| 31 | market - portfolio - asset - price - volatility | 144 | 31_market_portfolio_asset_price | 
+| 32 | recommendation - user - item - items - recommender | 138 | 32_recommendation_user_item_items | 
+| 33 | algebra - algebras - lie - mathfrak - modules | 131 | 33_algebra_algebras_lie_mathfrak | 
+| 34 | quantum - classical - circuits - annealing - circuit | 121 | 34_quantum_classical_circuits_annealing | 
+| 35 | moduli - varieties - projective - curves - bundles | 119 | 35_moduli_varieties_projective_curves | 
+| 36 | graph - embedding - node - graphs - network | 117 | 36_graph_embedding_node_graphs | 
+| 37 | codes - decoding - channel - code - capacity | 113 | 37_codes_decoding_channel_code | 
+| 38 | sparse - signal - recovery - sensing - measurements | 107 | 38_sparse_signal_recovery_sensing | 
+| 39 | knot - knots - homology - invariants - link | 103 | 39_knot_knots_homology_invariants | 
+| 40 | spaces - hardy - operators - mathbb - boundedness | 95 | 40_spaces_hardy_operators_mathbb | 
+| 41 | blockchain - security - privacy - authentication - encryption | 90 | 41_blockchain_security_privacy_authentication | 
+| 42 | turbulence - turbulent - flow - flows - reynolds | 89 | 42_turbulence_turbulent_flow_flows | 
+| 43 | privacy - differential privacy - private - differential - data | 86 | 43_privacy_differential privacy_private_differential | 
+| 44 | epidemic - disease - infection - infected - infectious | 83 | 44_epidemic_disease_infection_infected | 
+| 45 | citation - scientific - research - journal - papers | 82 | 45_citation_scientific_research_journal | 
+| 46 | surface - droplet - fluid - liquid - droplets | 81 | 46_surface_droplet_fluid_liquid | 
+| 47 | chemical - molecules - molecular - protein - learning | 79 | 47_chemical_molecules_molecular_protein | 
+| 48 | kähler - manifolds - manifold - complex - metrics | 77 | 48_kähler_manifolds_manifold_complex | 
+| 49 | games - game - players - nash - player | 74 | 49_games_game_players_nash | 
+| 50 | patients - patient - clinical - ehr - care | 73 | 50_patients_patient_clinical_ehr | 
+| 51 | music - musical - audio - chord - note | 70 | 51_music_musical_audio_chord | 
+| 52 | visual - shot - image - cnns - learning | 70 | 52_visual_shot_image_cnns | 
+| 53 | speaker - speech - end - recognition - speech recognition | 70 | 53_speaker_speech_end_recognition | 
+| 54 | cell - cells - tissue - active - tumor | 69 | 54_cell_cells_tissue_active | 
+| 55 | eeg - brain - signals - sleep - subjects | 69 | 55_eeg_brain_signals_sleep | 
+| 56 | fairness - fair - discrimination - decision - algorithmic | 67 | 56_fairness_fair_discrimination_decision | 
+| 57 | clustering - clusters - data - based clustering - cluster | 66 | 57_clustering_clusters_data_based clustering | 
+| 58 | relativity - black - solutions - einstein - spacetime | 65 | 58_relativity_black_solutions_einstein | 
+| 59 | mathbb - curves - elliptic - conjecture - fields | 62 | 59_mathbb_curves_elliptic_conjecture | 
+| 60 | stokes - navier - navier stokes - equations - stokes equations | 61 | 60_stokes_navier_navier stokes_equations | 
+| 61 | species - population - dispersal - ecosystem - populations | 60 | 61_species_population_dispersal_ecosystem | 
+| 62 | reconstruction - ct - artifacts - image - images | 58 | 62_reconstruction_ct_artifacts_image | 
+| 63 | algebra - algebras - mathcal - alpha - crossed | 58 | 63_algebra_algebras_mathcal_alpha | 
+| 64 | tiling - polytopes - set - polygon - polytope | 58 | 64_tiling_polytopes_set_polygon | 
+| 65 | mobile - video - network - latency - computing | 57 | 65_mobile_video_network_latency | 
+| 66 | latent - variational - vae - generative - inference | 55 | 66_latent_variational_vae_generative | 
+| 67 | players - game - team - player - teams | 54 | 67_players_game_team_player | 
+| 68 | genes - gene - cancer - expression - sequencing | 53 | 68_genes_gene_cancer_expression | 
+| 69 | forcing - kappa - definable - cardinal - zfc | 51 | 69_forcing_kappa_definable_cardinal | 
+| 70 | dna - protein - folding - proteins - molecule | 50 | 70_dna_protein_folding_proteins | 
+| 71 | spaces - space - metric - metric spaces - topology | 49 | 71_spaces_space_metric_metric spaces | 
+| 72 | speech - separation - source separation - enhancement - speaker | 49 | 72_speech_separation_source separation_enhancement | 
+| 73 | imaging - resolution - light - diffraction - phase | 47 | 73_imaging_resolution_light_diffraction | 
+| 74 | traffic - traffic flow - prediction - temporal - transportation | 46 | 74_traffic_traffic flow_prediction_temporal | 
+| 75 | climate - precipitation - sea - flood - extreme | 45 | 75_climate_precipitation_sea_flood | 
+| 76 | audio - sound - event detection - event - bird | 43 | 76_audio_sound_event detection_event | 
+| 77 | memory - storage - cache - performance - write | 40 | 77_memory_storage_cache_performance | 
+| 78 | wishart - matrices - eigenvalue - free - smallest | 39 | 78_wishart_matrices_eigenvalue_free | 
+| 79 | domain - domain adaptation - adaptation - transfer - target | 39 | 79_domain_domain adaptation_adaptation_transfer | 
+| 80 | glass - glasses - glassy - amorphous - liquids | 39 | 80_glass_glasses_glassy_amorphous | 
+| 81 | gpu - gpus - nvidia - code - performance | 38 | 81_gpu_gpus_nvidia_code | 
+| 82 | face - face recognition - facial - recognition - faces | 38 | 82_face_face recognition_facial_recognition | 
+| 83 | stock - market - price - financial - stocks | 37 | 83_stock_market_price_financial | 
+| 84 | reaction - flux - metabolic - growth - biochemical | 34 | 84_reaction_flux_metabolic_growth | 
+| 85 | fleet - routing - vehicles - ride - traffic | 34 | 85_fleet_routing_vehicles_ride | 
+| 86 | cooperation - evolutionary - game - social - payoff | 33 | 86_cooperation_evolutionary_game_social | 
+| 87 | students - courses - student - course - education | 33 | 87_students_courses_student_course | 
+| 88 | action - temporal - video - recognition - videos | 33 | 88_action_temporal_video_recognition | 
+| 89 | irreducible - group - mathcal - representations - let | 32 | 89_irreducible_group_mathcal_representations | 
+| 90 | phylogenetic - tree - trees - species - gene | 32 | 90_phylogenetic_tree_trees_species | 
+| 91 | processes - drift - asymptotic - estimators - stationary | 31 | 91_processes_drift_asymptotic_estimators | 
+| 92 | wave - waves - water - free surface - shallow water | 30 | 92_wave_waves_water_free surface | 
+| 93 | distributed - gradient - byzantine - communication - sgd | 30 | 93_distributed_gradient_byzantine_communication | 
+| 94 | voters - voting - election - voter - winner | 30 | 94_voters_voting_election_voter | 
+| 95 | gaussian process - gaussian - gp - process - gaussian processes | 30 | 95_gaussian process_gaussian_gp_process | 
+| 96 | mathfrak - gorenstein - ring - rings - modules | 29 | 96_mathfrak_gorenstein_ring_rings | 
+| 97 | motivic - gw - cohomology - dm - category | 29 | 97_motivic_gw_cohomology_dm | 
+| 98 | recurrent - lstm - rnn - recurrent neural - memory | 28 | 98_recurrent_lstm_rnn_recurrent neural | 
+| 99 | semigroup - semigroups - xy - ordered - pt | 27 | 99_semigroup_semigroups_xy_ordered | 
+| 100 | robot - robots - human - human robot - children | 25 | 100_robot_robots_human_human robot | 
+| 101 | categories - category - homotopy - functor - grothendieck | 25 | 101_categories_category_homotopy_functor | 
+| 102 | queue - queues - server - scheduling - customer | 24 | 102_queue_queues_server_scheduling | 
+| 103 | topic - topics - topic modeling - lda - documents | 24 | 103_topic_topics_topic modeling_lda | 
+| 104 | synchronization - oscillators - chimera - coupling - coupled | 24 | 104_synchronization_oscillators_chimera_coupling | 
+| 105 | stochastic - existence - equation - solutions - uniqueness | 24 | 105_stochastic_existence_equation_solutions | 
+| 106 | fractional - derivative - derivatives - integral - psi | 23 | 106_fractional_derivative_derivatives_integral | 
+| 107 | lasso - regression - estimator - estimators - bootstrap | 23 | 107_lasso_regression_estimator_estimators | 
+| 108 | soil - moisture - machine - resolution - seismic | 22 | 108_soil_moisture_machine_resolution | 
+| 109 | bayesian optimization - optimization - acquisition - bayesian - bo | 21 | 109_bayesian optimization_optimization_acquisition_bayesian | 
+| 110 | urban - city - mobility - cities - social | 21 | 110_urban_city_mobility_cities |
+  
+</details>
+
+## Training hyperparameters
+
+* calculate_probabilities: False
+* language: None
+* low_memory: False
+* min_topic_size: 10
+* n_gram_range: (1, 1)
+* nr_topics: None
+* seed_topic_list: None
+* top_n_words: 10
+* verbose: True
+
+## Framework versions
+
+* Numpy: 1.22.4
+* HDBSCAN: 0.8.33
+* UMAP: 0.5.3
+* Pandas: 1.5.3
+* Scikit-Learn: 1.2.2
+* Sentence-transformers: 2.2.2
+* Transformers: 4.29.2
+* Numba: 0.56.4
+* Plotly: 5.13.1
+* Python: 3.10.11

config.json

@@ -0,0 +1,15 @@
+{
+  "calculate_probabilities": false,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": null,
+  "seed_topic_list": null,
+  "top_n_words": 10,
+  "verbose": true,
+  "embedding_model": "sentence-transformers/all-MiniLM-L6-v2"
+}

topic_embeddings.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a385e60ba20043e9956256f27c2bc9d3d7a20118ee8ef26a73ab0bccd52061ef
+size 172120