BERTopic_ArXiv_tugas

This is a 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:

from bertopic import BERTopic
topic_model = BERTopic.load("GiganticLemon/BERTopic_ArXiv_tugas")

topic_model.get_topic_info()

Topic overview

• Number of topics: 252
• Number of training documents: 150952

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	the - of - and - in - to	50	-1_the_of_and_in
0	black - hole - holes - horizon - entropy	71471	0_black_hole_holes_horizon
1	dark - cosmological - universe - energy - matter	4476	1_dark_cosmological_universe_energy
2	nuclei - nuclear - neutron - pairing - calculations	3466	2_nuclei_nuclear_neutron_pairing
3	xray - kev - emission - pulsar - sources	2548	3_xray_kev_emission_pulsar
4	neutrino - mixing - lepton - seesaw - neutrinos	1919	4_neutrino_mixing_lepton_seesaw
5	galaxies - galaxy - halo - formation - stellar	1635	5_galaxies_galaxy_halo_formation
6	magnetic - solar - coronal - reconnection - plasma	1629	6_magnetic_solar_coronal_reconnection
7	higgs - boson - electroweak - bosons - standard	1569	7_higgs_boson_electroweak_bosons
8	collisions - auau - rhic - centrality - pt	1550	8_collisions_auau_rhic_centrality
9	lattice - quark - quenched - qcd - chiral	1350	9_lattice_quark_quenched_qcd
10	quark - phase - qcd - chiral - temperature	1309	10_quark_phase_qcd_chiral
11	neutrino - oscillation - neutrinos - oscillations - solar	1223	11_neutrino_oscillation_neutrinos_oscillations
12	3d - image - object - images - training	1212	12_3d_image_object_images
13	detector - detectors - readout - scintillation - resolution	1055	13_detector_detectors_readout_scintillation
14	stars - clusters - cluster - metallicity - globular	1008	14_stars_clusters_cluster_metallicity
15	grb - grbs - afterglow - burst - bursts	1008	15_grb_grbs_afterglow_burst
16	random - stochastic - brownian - process - processes	965	16_random_stochastic_brownian_process
17	cmb - wmap - microwave - power - maps	954	17_cmb_wmap_microwave_power
18	channel - mimo - interference - power - wireless	861	18_channel_mimo_interference_power
19	dust - emission - disk - disks - stars	844	19_dust_emission_disk_disks
20	magnetic - superconducting - spin - temperature - magnetization	804	20_magnetic_superconducting_spin_temperature
21	noncommutative - spacetime - noncommutativity - quantum - dirac	772	21_noncommutative_spacetime_noncommutativity_quantum
22	software - development - code - projects - developers	758	22_software_development_code_projects
23	pi - branching - decays - pm - b0	748	23_pi_branching_decays_pm
24	polymer - liquid - water - contact - surface	747	24_polymer_liquid_water_contact
25	brane - bulk - branes - braneworld - cosmological	731	25_brane_bulk_branes_braneworld
26	inflation - inflationary - inflaton - perturbations - slowroll	730	26_inflation_inflationary_inflaton_perturbations
27	string - s5 - ads5 - bethe - n4	662	27_string_s5_ads5_bethe
28	string - tachyon - open - dbranes - theory	636	28_string_tachyon_open_dbranes
29	graph - graphs - vertices - every - number	635	29_graph_graphs_vertices_every
30	neutron - stars - matter - star - quark	632	30_neutron_stars_matter_star
31	language - translation - word - text - languages	620	31_language_translation_word_text
32	gammaray - blazars - emission - jet - tev	613	32_gammaray_blazars_emission_jet
33	reaction - eta - photoproduction - cross - resonance	572	33_reaction_eta_photoproduction_cross
34	algebra - lie - algebras - conformal - representations	571	34_algebra_lie_algebras_conformal
35	hamiltonian - hamiltonians - oscillator - nonhermitian - quantum	564	35_hamiltonian_hamiltonians_oscillator_nonhermitian
36	quantum - entanglement - mechanics - entangled - bell	561	36_quantum_entanglement_mechanics_entangled
37	gauge - lattice - yangmills - su2 - theory	547	37_gauge_lattice_yangmills_su2
38	plasmonic - optical - photonic - metamaterials - waveguide	539	38_plasmonic_optical_photonic_metamaterials
39	dark - matter - neutralino - relic - higgs	531	39_dark_matter_neutralino_relic
40	baryons - baryon - quark - states - mesons	529	40_baryons_baryon_quark_states
41	polarized - asymmetries - parton - transverse - asymmetry	520	41_polarized_asymmetries_parton_transverse
42	robot - learning - reinforcement - policy - rl	512	42_robot_learning_reinforcement_policy
43	logic - workshop - semantics - logics - reasoning	505	43_logic_workshop_semantics_logics
44	gravity - quantum - foam - loop - spin	487	44_gravity_quantum_foam_loop
45	spaces - operators - operator - prove - bounded	486	45_spaces_operators_operator_prove
46	integrable - bethe - boundary - chain - ansatz	478	46_integrable_bethe_boundary_chain
47	numerical - method - mesh - schemes - problems	445	47_numerical_method_mesh_schemes
48	varieties - curves - projective - genus - algebraic	440	48_varieties_curves_projective_genus
49	casimir - force - plates - boundary - piston	423	49_casimir_force_plates_boundary
50	top - quark - events - ttbar - tevatron	422	50_top_quark_events_ttbar
51	speech - audio - music - speaker - recognition	415	51_speech_audio_music_speaker
52	amplitudes - mhv - n4 - recursion - amplitude	414	52_amplitudes_mhv_n4_recursion
53	sn - sne - ia - supernovae - supernova	407	53_sn_sne_ia_supernovae
54	neutrino - neutrinos - icecube - flux - cosmic	395	54_neutrino_neutrinos_icecube_flux
55	estimator - estimators - regression - bayesian - inference	383	55_estimator_estimators_regression_bayesian
56	superfluid - fermi - boseeinstein - gas - vortex	378	56_superfluid_fermi_boseeinstein_gas
57	social - networks - network - community - communities	375	57_social_networks_network_community
58	annihilation - dark - matter - dm - gammaray	373	58_annihilation_dark_matter_dm
59	lisa - gravitational - detectors - ligo - signals	370	59_lisa_gravitational_detectors_ligo
60	supergravity - superspace - multiplet - supersymmetric - supersymmetry	367	60_supergravity_superspace_multiplet_supersymmetric
61	corrections - cross - production - nlo - lhc	360	61_corrections_cross_production_nlo
62	financial - market - risk - portfolio - price	358	62_financial_market_risk_portfolio
63	beam - beams - laser - emittance - electron	344	63_beam_beams_laser_emittance
64	codes - decoding - coding - code - channel	343	64_codes_decoding_coding_code
65	x3872 - mesons - charmonium - decay - states	342	65_x3872_mesons_charmonium_decay
66	control - controller - systems - stability - system	336	66_control_controller_systems_stability
67	compactifications - moduli - fluxes - vacua - calabiyau	335	67_compactifications_moduli_fluxes_vacua
68	gene - species - protein - genes - genetic	333	68_gene_species_protein_genes
69	propagator - gluon - ghost - infrared - propagators	328	69_propagator_gluon_ghost_infrared
70	telescope - optics - wavefront - instrument - pupil	328	70_telescope_optics_wavefront_instrument
71	hall - spin - liquid - quantum - topological	324	71_hall_spin_liquid_quantum
72	quasars - quasar - absorption - absorbers - redshift	313	72_quasars_quasar_absorption_absorbers
73	neutron - stars - gravitational - star - rotating	306	73_neutron_stars_gravitational_star
74	segmentation - images - medical - covid19 - image	302	74_segmentation_images_medical_covid19
75	elastic - scattering - deuteron - polarization - q2	298	75_elastic_scattering_deuteron_polarization
76	quantum - gates - circuits - algorithm - circuit	294	76_quantum_gates_circuits_algorithm
77	neutrino - cross - nuclear - scattering - quasielastic	292	77_neutrino_cross_nuclear_scattering
78	holographic - qcd - adsqcd - lightfront - chiral	290	78_holographic_qcd_adsqcd_lightfront
79	turbulence - flow - turbulent - reynolds - velocity	284	79_turbulence_flow_turbulent_reynolds
80	ising - critical - spin - potts - phase	275	80_ising_critical_spin_potts
81	polynomials - numbers - zeta - functions - identities	271	81_polynomials_numbers_zeta_functions
82	clusters - cluster - gas - xray - cooling	267	82_clusters_cluster_gas_xray
83	quantum - cosmology - loop - bounce - wheelerdewitt	266	83_quantum_cosmology_loop_bounce
84	curvature - surfaces - riemannian - manifolds - hyperbolic	262	84_curvature_surfaces_riemannian_manifolds
85	chiral - nn - scattering - pion - pionnucleon	257	85_chiral_nn_scattering_pion
86	pioneer - lageos - lensethirring - spacecraft - solar	250	86_pioneer_lageos_lensethirring_spacecraft
87	planets - planet - migration - planetary - eccentricity	250	87_planets_planet_migration_planetary
88	students - education - learning - teaching - student	245	88_students_education_learning_teaching
89	black - merger - spins - hole - spin	241	89_black_merger_spins_hole
90	causal - treatment - trials - bayesian - metaanalysis	236	90_causal_treatment_trials_bayesian
91	jet - loss - medium - collisions - rhic	229	91_jet_loss_medium_collisions
92	groups - group - finite - ring - let	227	92_groups_group_finite_ring
93	shower - air - showers - fluorescence - cosmic	221	93_shower_air_showers_fluorescence
94	black - bh - hole - agn - luminosity	220	94_black_bh_hole_agn
95	permutations - set - points - partitions - convex	219	95_permutations_set_points_partitions
96	unification - su5 - gauge - gut - grand	213	96_unification_su5_gauge_gut
97	selfforce - numerical - puncture - black - equations	213	97_selfforce_numerical_puncture_black
98	decays - branching - bto - factorization - ratios	212	98_decays_branching_bto_factorization
99	renormalization - phi4 - theory - group - renormalized	212	99_renormalization_phi4_theory_group
100	neutrino - supernova - neutrinos - flavor - supernovae	209	100_neutrino_supernova_neutrinos_flavor
101	lensing - shear - surveys - weak - galaxy	208	101_lensing_shear_surveys_weak
102	planet - transit - planets - transiting - transits	206	102_planet_transit_planets_transiting
103	cosmic - rays - uhecrs - auger - ev	205	103_cosmic_rays_uhecrs_auger
104	bfkl - pomeron - evolution - gluon - saturation	204	104_bfkl_pomeron_evolution_gluon
105	clouds - cloud - formation - turbulence - molecular	203	105_clouds_cloud_formation_turbulence
106	integrals - feynman - master - oneloop - diagrams	201	106_integrals_feynman_master_oneloop
107	regularity - mathbbrn - solutions - omega - existence	201	107_regularity_mathbbrn_solutions_omega
108	diffractive - dijet - hera - jet - cross	197	108_diffractive_dijet_hera_jet
109	sentiment - social - media - twitter - text	196	109_sentiment_social_media_twitter
110	topological - dirac - overlap - operator - lattice	191	110_topological_dirac_overlap_operator
111	epidemic - infection - disease - covid19 - infected	190	111_epidemic_infection_disease_covid19
112	inflation - inflationary - inflaton - brane - string	185	112_inflation_inflationary_inflaton_brane
113	noise - interferometer - lisa - laser - mirrors	182	113_noise_interferometer_lisa_laser
114	collisions - glass - saturation - gluon - color	178	114_collisions_glass_saturation_gluon
115	routing - nodes - protocols - sensor - network	174	115_routing_nodes_protocols_sensor
116	pi0 - kl - decay - branching - pi	173	116_pi0_kl_decay_branching
117	massless - fields - spin - gauge - lagrangian	172	117_massless_fields_spin_gauge
118	algorithm - optimization - algorithms - problem - genetic	172	118_algorithm_optimization_algorithms_problem
119	mos2 - 2d - materials - monolayer - metal	169	119_mos2_2d_materials_monolayer
120	wormhole - wormholes - throat - traversable - phantom	167	120_wormhole_wormholes_throat_traversable
121	sparse - recovery - sensing - compressed - signal	167	121_sparse_recovery_sensing_compressed
122	axion - axions - axionlike - photons - axionphoton	165	122_axion_axions_axionlike_photons
123	inflation - inflaton - inflationary - higgs - flat	164	123_inflation_inflaton_inflationary_higgs
124	lens - lensing - lensed - lenses - quasar	163	124_lens_lensing_lensed_lenses
125	cloud - computing - resource - resources - scheduling	160	125_cloud_computing_resource_resources
126	eeg - brain - subjects - bci - connectivity	159	126_eeg_brain_subjects_bci
127	mediation - breaking - supersymmetry - gaugino - gauge	151	127_mediation_breaking_supersymmetry_gaugino
128	graphene - electronic - dirac - bilayer - hall	146	128_graphene_electronic_dirac_bilayer
129	vortices - vortex - nonabelian - moduli - monopoles	146	129_vortices_vortex_nonabelian_moduli
130	shock - acceleration - shocks - magnetic - instability	143	130_shock_acceleration_shocks_magnetic
131	convex - convergence - optimization - problems - proximal	143	131_convex_convergence_optimization_problems
132	citation - journals - scientific - citations - science	142	132_citation_journals_scientific_citations
133	dwarfs - dwarf - brown - 2mass - spectral	138	133_dwarfs_dwarf_brown_2mass
134	power - renewable - electricity - storage - grid	138	134_power_renewable_electricity_storage
135	dislocation - grain - slip - precipitates - dislocations	133	135_dislocation_grain_slip_precipitates
136	neutrino - neutrinos - mnu - dark - ev	132	136_neutrino_neutrinos_mnu_dark
137	channel - channels - capacity - quantum - classical	130	137_channel_channels_capacity_quantum
138	top - asymmetry - couplings - tevatron - forwardbackward	129	138_top_asymmetry_couplings_tevatron
139	neuromorphic - spiking - neurons - neural - memristive	128	139_neuromorphic_spiking_neurons_neural
140	laser - pair - electronpositron - pulse - photon	122	140_laser_pair_electronpositron_pulse
141	muon - amu - moment - anomalous - g2	121	141_muon_amu_moment_anomalous
142	reaction - cell - protein - networks - systems	120	142_reaction_cell_protein_networks
143	superpotential - n1 - gauge - un - matrix	120	143_superpotential_n1_gauge_un
144	security - nodes - secure - protocol - networks	119	144_security_nodes_secure_protocol
145	neutron - ucn - beta - decay - qrpa	118	145_neutron_ucn_beta_decay
146	encryption - security - cipher - key - cryptographic	116	146_encryption_security_cipher_key
147	clustering - kmeans - data - algorithm - clusters	115	147_clustering_kmeans_data_algorithm
148	calgebras - calgebra - unital - product - algebra	114	148_calgebras_calgebra_unital_product
149	climate - earthquake - earthquakes - seismic - seismicity	112	149_climate_earthquake_earthquakes_seismic
150	antibrst - brst - nilpotent - transformations - superfield	111	150_antibrst_brst_nilpotent_transformations
151	network - sdn - traffic - bandwidth - video	111	151_network_sdn_traffic_bandwidth
152	susy - gluino - lhc - mass - masses	110	152_susy_gluino_lhc_mass
153	skyrme - skyrmion - skyrmions - baby - solutions	105	153_skyrme_skyrmion_skyrmions_baby
154	graphene - transistors - resistance - devices - gnrs	104	154_graphene_transistors_resistance_devices
155	electromagnetic - force - electric - electrodynamics - maxwells	103	155_electromagnetic_force_electric_electrodynamics
156	compton - dvcs - virtual - deeply - scattering	103	156_compton_dvcs_virtual_deeply
157	fractional - schemes - derivative - tempered - numerical	102	157_fractional_schemes_derivative_tempered
158	privacy - private - data - differential - differentially	102	158_privacy_private_data_differential
159	neurons - neuronal - spike - firing - neural	101	159_neurons_neuronal_spike_firing
160	dark - rotation - matter - curves - newtonian	101	160_dark_rotation_matter_curves
161	lattice - supersymmetry - supersymmetric - continuum - theories	101	161_lattice_supersymmetry_supersymmetric_continuum
162	face - facial - recognition - faces - images	101	162_face_facial_recognition_faces
163	matrices - random - ensembles - eigenvalues - eigenvalue	100	163_matrices_random_ensembles_eigenvalues
164	m2branes - theory - abjm - gauge - action	99	164_m2branes_theory_abjm_gauge
165	shock - explosion - neutrino - sasi - core	98	165_shock_explosion_neutrino_sasi
166	toric - quiver - calabiyau - theories - tilings	97	166_toric_quiver_calabiyau_theories
167	classifiers - classification - learning - feature - selection	97	167_classifiers_classification_learning_feature
168	traffic - pedestrian - pedestrians - crowd - vehicles	96	168_traffic_pedestrian_pedestrians_crowd
169	jpsi - besii - psi2s - branching - pm	96	169_jpsi_besii_psi2s_branching
170	intrusion - attacks - detection - ids - network	95	170_intrusion_attacks_detection_ids
171	jet - jets - event - thrust - shapes	95	171_jet_jets_event_thrust
172	recommendation - recommender - users - items - item	95	172_recommendation_recommender_users_items
173	cp - pi - penguin - decays - violation	94	173_cp_pi_penguin_decays
174	category - categories - monoidal - 2category - functors	93	174_category_categories_monoidal_2category
175	reionization - forest - igm - heii - lymanalpha	92	175_reionization_forest_igm_heii
176	imaging - tomography - scattering - inverse - oct	91	176_imaging_tomography_scattering_inverse
177	xs - xu - gamma - corrections - vub	91	177_xs_xu_gamma_corrections
178	accretion - black - hole - flow - blandfordznajek	90	178_accretion_black_hole_flow
179	noncommutative - moyal - renormalizable - field - theory	89	179_noncommutative_moyal_renormalizable_field
180	plasma - drag - adscft - n4 - quark	89	180_plasma_drag_adscft_n4
181	microlensing - events - lens - lensing - m31	89	181_microlensing_events_lens_lensing
182	constraint - sat - problems - solvers - csps	89	182_constraint_sat_problems_solvers
183	dark - matter - dama - mirror - annual	89	183_dark_matter_dama_mirror
184	orbifold - heterotic - string - models - gauge	89	184_orbifold_heterotic_string_models
185	thermodynamic - entropy - equilibrium - microcanonical - ensemble	88	185_thermodynamic_entropy_equilibrium_microcanonical
186	blockchain - iot - security - smart - technology	88	186_blockchain_iot_security_smart
187	lensing - deflection - lens - bending - gravitational	88	187_lensing_deflection_lens_bending
188	strings - cosmic - string - loops - junctions	88	188_strings_cosmic_string_loops
189	bbn - nucleosynthesis - abundances - abundance - primordial	88	189_bbn_nucleosynthesis_abundances_abundance
190	wimp - recoils - wimps - detectors - detector	87	190_wimp_recoils_wimps_detectors
191	agn - pah - ulirgs - starburst - emission	87	191_agn_pah_ulirgs_starburst
192	xray - wind - stars - emission - chandra	86	192_xray_wind_stars_emission
193	entanglement - entropy - quantum - subsystem - chain	83	193_entanglement_entropy_quantum_subsystem
194	jpsi - coloroctet - production - colorsinglet - nrqcd	81	194_jpsi_coloroctet_production_colorsinglet
195	apparent - horizon - entropy - thermodynamics - law	80	195_apparent_horizon_entropy_thermodynamics
196	relativistic - dissipative - fluid - hydrodynamics - equation	80	196_relativistic_dissipative_fluid_hydrodynamics
197	handwritten - recognition - characters - character - text	80	197_handwritten_recognition_characters_character
198	eclipsing - binary - orbital - rsun - primary	79	198_eclipsing_binary_orbital_rsun
199	tau - lepton - btau - 90 - branching	78	199_tau_lepton_btau_90
200	control - quantum - feedback - systems - system	76	200_control_quantum_feedback_systems
201	voids - void - fractal - galaxy - distribution	76	201_voids_void_fractal_galaxy
202	black - holes - hole - lhc - tev	76	202_black_holes_hole_lhc
203	agents - games - game - equilibria - coalition	75	203_agents_games_game_equilibria
204	jpsi - suppression - collisions - rhic - nuclear	75	204_jpsi_suppression_collisions_rhic
205	planning - heuristic - planners - planner - search	75	205_planning_heuristic_planners_planner
206	bao - acoustic - redshift - power - oscillations	75	206_bao_acoustic_redshift_power
207	image - images - filter - noise - denoising	74	207_image_images_filter_noise
208	pulsation - stars - frequencies - mode - modes	74	208_pulsation_stars_frequencies_mode
209	watermark - steganography - image - watermarking - hiding	74	209_watermark_steganography_image_watermarking
210	quantum - protocol - security - key - protocols	73	210_quantum_protocol_security_key
211	arxiv - administrators - withdrawn - collaborators - plagiarizes	72	211_arxiv_administrators_withdrawn_collaborators
212	lensing - cluster - clusters - arcs - profile	71	212_lensing_cluster_clusters_arcs
213	shower - parton - generator - event - pythia	71	213_shower_parton_generator_event
214	bandit - regret - multiarmed - reward - bandits	70	214_bandit_regret_multiarmed_reward
215	finsler - causal - metric - finslerian - geometry	70	215_finsler_causal_metric_finslerian
216	scattering - wave - integral - method - conductors	69	216_scattering_wave_integral_method
217	gravitational - waves - inflation - inflationary - rgws	68	217_gravitational_waves_inflation_inflationary
218	networks - neural - relu - training - deep	68	218_networks_neural_relu_training
219	queue - service - queueing - waiting - queues	68	219_queue_service_queueing_waiting
220	grid - data - computing - edg - management	67	220_grid_data_computing_edg
221	planet - eclipse - atmosphere - planets - hd	66	221_planet_eclipse_atmosphere_planets
222	synchronization - oscillators - coupled - chimera - coupling	65	222_synchronization_oscillators_coupled_chimera
223	pion - form - factor - da - qcd	64	223_pion_form_factor_da
224	automata - cellular - ca - automaton - rule	64	224_automata_cellular_ca_automaton
225	efimov - threebody - scattering - universal - length	64	225_efimov_threebody_scattering_universal
226	navierstokes - solutions - equations - regularity - incompressible	62	226_navierstokes_solutions_equations_regularity
227	muonic - hyperfine - hydrogen - lamb - positronium	62	227_muonic_hyperfine_hydrogen_lamb
228	cp - bs - asymmetry - sm - asymmetries	62	228_cp_bs_asymmetry_sm
229	visual - image - vqa - captioning - textual	62	229_visual_image_vqa_captioning
230	nucleon - factors - form - electromagnetic - timelike	61	230_nucleon_factors_form_electromagnetic
231	kerr - black - hole - shadow - holes	61	231_kerr_black_hole_shadow
232	game - players - player - games - team	60	232_game_players_player_games
233	graph - gnns - node - gnn - graphs	59	233_graph_gnns_node_gnn
234	gevc - pions - harp - doubledifferential - pion	59	234_gevc_pions_harp_doubledifferential
235	comet - comets - cometary - dust - coma	59	235_comet_comets_cometary_dust
236	stars - mbh - binary - black - hole	59	236_stars_mbh_binary_black
237	cherenkov - telescopes - gammaray - imaging - telescope	58	237_cherenkov_telescopes_gammaray_imaging
238	white - dwarf - period - cataclysmic - orbital	58	238_white_dwarf_period_cataclysmic
239	entangled - quantum - photon - photons - entanglement	57	239_entangled_quantum_photon_photons
240	hypernuclei - nonmesonic - hypernuclear - lambda - decay	56	240_hypernuclei_nonmesonic_hypernuclear_lambda
241	graviton - massive - gravity - ghost - fierzpauli	55	241_graviton_massive_gravity_ghost
242	memory - cache - performance - processors - processor	54	242_memory_cache_performance_processors
243	dot - spin - quantum - dots - electron	53	243_dot_spin_quantum_dots
244	mining - association - patterns - itemsets - rules	53	244_mining_association_patterns_itemsets
245	topological - calabiyau - string - bmodel - crystal	51	245_topological_calabiyau_string_bmodel
246	landscape - multiverse - eternal - inflation - measure	50	246_landscape_multiverse_eternal_inflation
247	corrections - electroweak - oalpha - radiative - ew	50	247_corrections_electroweak_oalpha_radiative
248	hamiltonian - gauge - formulation - gravity - transformations	50	248_hamiltonian_gauge_formulation_gravity
249	ontology - xml - ontologies - semantic - warehouse	50	249_ontology_xml_ontologies_semantic
250	timing - pulsar - gravitational - pulsars - gw	50	250_timing_pulsar_gravitational_pulsars

Training hyperparameters

• calculate_probabilities: False
• language: english
• 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
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 2.0.2
• HDBSCAN: 0.8.40
• UMAP: 0.5.7
• Pandas: 2.2.2
• Scikit-Learn: 1.6.1
• Sentence-transformers: 3.4.1
• Transformers: 4.50.3
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.11.12