arxiv_scientific_abstract_berttopic_model

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("Rchamba/arxiv_scientific_abstract_berttopic_model")

topic_model.get_topic_info()

Topic overview

• Number of topics: 46
• Number of training documents: 1463

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	data - probability - learning - paper - theory	10	-1_data_probability_learning_paper
0	quantum - classical - computing - computation - measurement	233	0_quantum_classical_computing_computation
1	logic - computability - cl - computational - problems	170	1_logic_computability_cl_computational
2	web - semantic - concept - ontology - flow	130	2_web_semantic_concept_ontology
3	belief - probability - causal - chain - graphs	51	3_belief_probability_causal_chain
4	spaces - informal - notes - lie - topological	51	4_spaces_informal_notes_lie
5	evolutionary - selection - evolution - cultural - fitness	44	5_evolutionary_selection_evolution_cultural
6	secret - steganography - data - random - rate	42	6_secret_steganography_data_random
7	learning - prediction - universal - sequence - reinforcement	37	7_learning_prediction_universal_sequence
8	rationality - intelligence - ai - rational - human	36	8_rationality_intelligence_ai_rational
9	obstacle - wave - inverse - scattering - data	34	9_obstacle_wave_inverse_scattering
10	deep - neural - learning - dnn - speech	32	10_deep_neural_learning_dnn
11	regression - lasso - functional - estimator - changepoints	32	11_regression_lasso_functional_estimator
12	brain - mental - human - psychological - neural	26	12_brain_mental_human_psychological
13	sp - compression - icmaus - intelligence - reasoning	25	13_sp_compression_icmaus_intelligence
14	bg - systems - sq - statistical - mechanics	24	14_bg_systems_sq_statistical
15	tetraquark - rm - gamma - type - qcd	23	15_tetraquark_rm_gamma_type
16	combinatorial - design - problems - clustering - modular	23	16_combinatorial_design_problems_clustering
17	meson - spin - parton - polarized - asymmetry	21	17_meson_spin_parton_polarized
18	keyphrases - word - similarity - semantic - algorithm	21	18_keyphrases_word_similarity_semantic
19	communication - complexity - consciousness - systems - meaning	21	19_communication_complexity_consciousness_systems
20	scalar - initial - compact - angular - stationary	21	20_scalar_initial_compact_angular
21	orbital - earth - satellites - postnewtonian - lageos	21	21_orbital_earth_satellites_postnewtonian
22	gate - phi - ring - flux - magnetic	21	22_gate_phi_ring_flux
23	hole - black - horizon - radiation - hawking	19	23_hole_black_horizon_radiation
24	citation - journals - journal - science - indicators	19	24_citation_journals_journal_science
25	randomness - algorithmic - turings - science - complexity	18	25_randomness_algorithmic_turings_science
26	ultrametric - data - ultrametricity - hierarchical - padic	18	26_ultrametric_data_ultrametricity_hierarchical
27	kernel - kernels - gmm - datasets - submodular	17	27_kernel_kernels_gmm_datasets
28	neutrosophic - fuzzy - valued - intuitionistic - logic	17	28_neutrosophic_fuzzy_valued_intuitionistic
29	impulse - process - entropy - observer - functional	16	29_impulse_process_entropy_observer
30	users - recommender - situation - user - access	16	30_users_recommender_situation_user
31	physical - universe - physics - laws - computation	14	31_physical_universe_physics_laws
32	engines - search - queries - google - ranking	14	32_engines_search_queries_google
33	chiral - pi - rightarrow - axialvector - mesons	13	33_chiral_pi_rightarrow_axialvector
34	nf - anomalous - operators - msbar - point	13	34_nf_anomalous_operators_msbar
35	hypersurfaces - curvature - manifolds - manifold - chern	13	35_hypersurfaces_curvature_manifolds_manifold
36	seti - future - paradox - extraterrestrial - anthropic	13	36_seti_future_paradox_extraterrestrial
37	torsion - density - spintorsion - cobe - sitter	13	37_torsion_density_spintorsion_cobe
38	sigma - pipi - kk - elastic - data	13	38_sigma_pipi_kk_elastic
39	idempotent - solution - tropical - linear - problems	12	39_idempotent_solution_tropical_linear
40	clustering - reports - clusters - dempstershafer - cluster	12	40_clustering_reports_clusters_dempstershafer
41	wormhole - wormholes - traversable - solutions - exact	11	41_wormhole_wormholes_traversable_solutions
42	turbulence - temperature - years - fluctuations - detrended	11	42_turbulence_temperature_years_fluctuations
43	scheduling - search - local - multiobjective - maker	11	43_scheduling_search_local_multiobjective
44	chemical - thermodynamic - equilibrium - laser - thermodynamics	11	44_chemical_thermodynamic_equilibrium_laser

Training hyperparameters

• calculate_probabilities: True
• 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: False
• 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: 4.1.0
• Transformers: 4.52.4
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.11.13