Index

A

add_special_tokens() (languagechange.models.representation.contextualized.BERT method) ADJECTIVE (languagechange.usages.POS attribute) ADVERB (languagechange.usages.POS attribute) affinity_matrix_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) align() (languagechange.models.representation.alignment.OrthogonalProcrustes method) annotate_all_words() (languagechange.benchmark.DWUG method)

annotate_word() (languagechange.benchmark.DWUG method) APD (class in languagechange.models.change.metrics) APosterioriaffinityPropagation (class in languagechange.models.meaning.clustering) apply_chat_template() (languagechange.models.representation.definition.LlamaDefinitionGenerator method) atomic_write() (languagechange.cache.CacheManager method) AutomaticThrehold (class in languagechange.models.change.metrics)

B

batch_encode() (languagechange.models.representation.contextualized.BERT method) batch_size (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute)

Benchmark (class in languagechange.benchmark) BERT (class in languagechange.models.representation.contextualized) BinaryChange (class in languagechange.models.change.metrics)

C

CacheManager (class in languagechange.cache) cast_to_linebyline() (languagechange.corpora.XMLCorpus method) cast_to_vertical() (languagechange.corpora.Corpus method) (languagechange.corpora.XMLCorpus method) cast_to_WiC() (languagechange.benchmark.DWUG method) cast_to_WSD() (languagechange.benchmark.DWUG method) cast_to_WSI() (languagechange.benchmark.DWUG method) (languagechange.benchmark.WSD method) center_usage() (languagechange.models.representation.contextualized.BERT method) ChangeModel (class in languagechange.models.change.metrics) ChatModelDefinitionGenerator (class in languagechange.models.representation.definition) cluster_centers_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) cluster_centers_indices_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) cluster_evaluation() (languagechange.benchmark.DWUG method) Clustering (class in languagechange.models.meaning.clustering) ClusteringResults (class in languagechange.models.meaning.clustering)

compute_from_embeddings() (languagechange.models.change.timeseries.TimeSeries method) compute_scores() (languagechange.models.change.metrics.APD method) (languagechange.models.change.metrics.GradedChange method) (languagechange.models.change.metrics.PJSD method) (languagechange.models.change.metrics.PRT method) (languagechange.models.change.widid.WiDiD method) compute_threshold() (languagechange.models.change.metrics.AutomaticThrehold method) (languagechange.models.change.metrics.OptimalThrehold method) content (languagechange.models.representation.definition.Message attribute) ContextualizedEmbeddings (class in languagechange.models.representation.contextualized) ContextualizedModel (class in languagechange.models.representation.contextualized) Corpus (class in languagechange.corpora) corpus (languagechange.models.representation.static.CountModel attribute) count_model (languagechange.models.representation.static.PPMI attribute) (languagechange.models.representation.static.SVD attribute) CountModel (class in languagechange.models.representation.static)

D

definition (languagechange.models.representation.definition.DefinitionOutput attribute) DefinitionGenerator (class in languagechange.models.representation.definition) DefinitionOutput (class in languagechange.models.representation.definition) device (languagechange.models.representation.contextualized.ContextualizedModel attribute) dimensionality (languagechange.models.representation.static.SVD attribute)

download() (languagechange.resource_manager.LanguageChange method) download_ui() (languagechange.resource_manager.LanguageChange method) DWUG (class in languagechange.benchmark) DWUGEvaluation (class in languagechange.evaluation) DWUGUsage (class in languagechange.usages)

E

encode() (languagechange.models.representation.contextualized.BERT method) (languagechange.models.representation.contextualized.ContextualizedModel method) (languagechange.models.representation.contextualized.XL_LEXEME method) (languagechange.models.representation.static.CountModel method) (languagechange.models.representation.static.PPMI method) (languagechange.models.representation.static.RandomIndexing method) (languagechange.models.representation.static.RepresentationModel method) (languagechange.models.representation.static.StaticModel method) (languagechange.models.representation.static.SVD method) encode_definitions() (languagechange.models.representation.definition.DefinitionGenerator method) (languagechange.models.representation.definition.T5DefinitionGenerator method) end() (languagechange.usages.TargetUsage method) eos_tokens (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute) evaluate() (languagechange.benchmark.WiC method) (languagechange.benchmark.WSD method) (languagechange.benchmark.WSI method)

evaluate_accuracy() (languagechange.benchmark.WiC method) (languagechange.benchmark.WSD method) evaluate_ari() (languagechange.benchmark.WSI method) evaluate_binary() (languagechange.evaluation.Evaluation method) evaluate_cd() (languagechange.benchmark.DWUG method) (languagechange.benchmark.SemanticChangeEvaluationDataset method) evaluate_f1() (languagechange.benchmark.WiC method) (languagechange.benchmark.WSD method) evaluate_gcd() (languagechange.benchmark.DWUG method) (languagechange.benchmark.SemanticChangeEvaluationDataset method) evaluate_graded() (languagechange.evaluation.Evaluation method) evaluate_purity() (languagechange.benchmark.WSI method) evaluate_spearman() (languagechange.benchmark.WiC method) Evaluation (class in languagechange.evaluation) example (languagechange.models.representation.definition.DefinitionOutput attribute) expand_dictionary() (in module languagechange.search) extract_definition() (languagechange.models.representation.definition.LlamaDefinitionGenerator method)

F

feature_names_in_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) find_data_paths() (languagechange.benchmark.WiC method) (languagechange.benchmark.WSD method) fit() (languagechange.models.meaning.clustering.APosterioriaffinityPropagation method) fit_predict() (languagechange.models.meaning.clustering.APosterioriaffinityPropagation method)

folder_iterator() (languagechange.corpora.Corpus method) format (languagechange.models.representation.static.StaticModel attribute) format_label() (languagechange.benchmark.WiC method) from_usages() (languagechange.models.representation.contextualized.ContextualizedEmbeddings static method) ft_model_name (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute)

G

gamma (languagechange.models.representation.static.SVD attribute) generate_cache_key() (in module languagechange.models.representation.contextualized) generate_definitions() (languagechange.models.representation.definition.ChatModelDefinitionGenerator method) (languagechange.models.representation.definition.LlamaDefinitionGenerator method) (languagechange.models.representation.definition.T5DefinitionGenerator method) get_all_data() (languagechange.benchmark.Benchmark method) get_attribute() (languagechange.corpora.SprakBankenCorpus method) (languagechange.corpora.XMLCorpus method) get_cluster_instances() (languagechange.models.meaning.clustering.ClusteringResults method) get_cluster_results() (languagechange.models.meaning.clustering.Clustering method) get_data_by_word() (languagechange.benchmark.Benchmark method) get_dataset() (languagechange.benchmark.Benchmark method)

get_dev() (languagechange.benchmark.Benchmark method) get_resource() (languagechange.resource_manager.LanguageChange method) get_response() (languagechange.models.representation.prompting.PromptModel method) get_stats() (languagechange.benchmark.DWUG method) get_stats_groupings() (languagechange.benchmark.DWUG method) get_test() (languagechange.benchmark.Benchmark method) get_train() (languagechange.benchmark.Benchmark method) get_usage_graph() (languagechange.benchmark.DWUG method) get_usages_and_senses() (languagechange.benchmark.DWUG method) get_word_annotations() (languagechange.benchmark.DWUG method) get_word_usages() (languagechange.benchmark.DWUG method) (languagechange.benchmark.SemEval2020Task1 method) GradedChange (class in languagechange.models.change.metrics)

H

hf_token (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute)

HistoricalCorpus (class in languagechange.corpora)

L

labels_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) languagechange module LanguageChange (class in languagechange.resource_manager) languagechange.benchmark module languagechange.cache module languagechange.corpora module languagechange.evaluation module languagechange.models module languagechange.models.change module languagechange.models.change.metrics module languagechange.models.change.timeseries module languagechange.models.change.widid module languagechange.models.meaning module languagechange.models.meaning.clustering module languagechange.models.meaning.meaning module languagechange.models.representation module languagechange.models.representation.alignment module languagechange.models.representation.contextualized module languagechange.models.representation.definition module languagechange.models.representation.prompting module

languagechange.models.representation.static module languagechange.resource_manager module languagechange.search module languagechange.usages module languagechange.utils module lemmas() (languagechange.corpora.Line method) lemmatize() (languagechange.corpora.Corpus method) Line (class in languagechange.corpora) line_iterator() (languagechange.corpora.HistoricalCorpus method) (languagechange.corpora.LinebyLineCorpus method) (languagechange.corpora.VerticalCorpus method) (languagechange.corpora.XMLCorpus method) LinebyLineCorpus (class in languagechange.corpora) LiteralTime (class in languagechange.utils) LlamaDefinitionGenerator (class in languagechange.models.representation.definition) load() (languagechange.benchmark.DWUG method) (languagechange.benchmark.SemEval2020Task1 method) (languagechange.benchmark.WSD method) (languagechange.models.representation.static.StaticModel method) (languagechange.usages.TargetUsageList method) (languagechange.usages.UsageDictionary method) load_data() (languagechange.models.representation.definition.T5DefinitionGenerator method) load_from_data() (languagechange.benchmark.WiC method) (languagechange.benchmark.WSD method) (languagechange.benchmark.WSI method) load_from_files() (languagechange.benchmark.WiC method) (languagechange.benchmark.WSD method) load_from_resource_hub() (languagechange.benchmark.WiC method) load_from_target_usages() (languagechange.benchmark.SemanticChangeEvaluationDataset method) (languagechange.benchmark.WiC method) (languagechange.benchmark.WSD method) (languagechange.benchmark.WSI method) load_from_txt() (languagechange.benchmark.WiC method) load_resources_hub() (languagechange.resource_manager.LanguageChange method)

M

ma() (in module languagechange.models.change.timeseries) matrix() (languagechange.models.representation.static.StaticModel method) matrix_path (languagechange.models.representation.static.StaticModel attribute) max_length (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute) max_time (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute) MeaningModel (class in languagechange.models.meaning.meaning) memory_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) Message (class in languagechange.models.representation.definition) model (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute) model_name (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute) module languagechange languagechange.benchmark languagechange.cache languagechange.corpora languagechange.evaluation languagechange.models languagechange.models.change languagechange.models.change.metrics languagechange.models.change.timeseries languagechange.models.change.widid languagechange.models.meaning languagechange.models.meaning.clustering languagechange.models.meaning.meaning languagechange.models.representation languagechange.models.representation.alignment languagechange.models.representation.contextualized languagechange.models.representation.definition languagechange.models.representation.prompting languagechange.models.representation.static languagechange.resource_manager languagechange.search languagechange.usages languagechange.utils

N

n_extra_tokens (languagechange.models.representation.contextualized.ContextualizedModel attribute) n_features_in_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute)

n_iter_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) NOUN (languagechange.usages.POS attribute) NumericalTime (class in languagechange.utils)

O

OptimalThrehold (class in languagechange.models.change.metrics)

OrthogonalProcrustes (class in languagechange.models.representation.alignment)

P

PJSD (class in languagechange.models.change.metrics) POS (class in languagechange.usages) pos_tagging() (languagechange.corpora.Corpus method) pos_tags() (languagechange.corpora.Line method) PPMI (class in languagechange.models.representation.static) predict() (languagechange.models.change.metrics.BinaryChange method) print_console() (languagechange.evaluation.Evaluation method)

print_lateX() (languagechange.evaluation.Evaluation method) print_results() (languagechange.models.representation.definition.LlamaDefinitionGenerator method) print_tsv() (languagechange.evaluation.Evaluation method) process_input_tokens() (languagechange.models.representation.contextualized.BERT method) PromptModel (class in languagechange.models.representation.prompting) PRT (class in languagechange.models.change.metrics) purity() (in module languagechange.benchmark)

R

RandomIndexing (class in languagechange.models.representation.static) raw_lemma_text() (languagechange.corpora.Line method) raw_pos_text() (languagechange.corpora.Line method) raw_text() (languagechange.corpora.Line method) raw_text_by_feature() (languagechange.corpora.Line method)

read_xml() (languagechange.benchmark.WSD method) RepresentationModel (class in languagechange.models.representation.static) RoBERTa (class in languagechange.models.representation.contextualized) role (languagechange.models.representation.definition.Message attribute) row2word() (languagechange.models.representation.static.StaticModel method) run() (languagechange.models.representation.definition.LlamaDefinitionGenerator method)

S

save() (languagechange.corpora.Corpus method) (languagechange.usages.TargetUsageList method) (languagechange.usages.UsageDictionary method) save_definitions() (languagechange.models.representation.definition.T5DefinitionGenerator method) save_resource() (languagechange.resource_manager.LanguageChange method) save_tokenized_corpora() (languagechange.corpora.Corpus method) savepath (languagechange.models.representation.static.CountModel attribute) (languagechange.models.representation.static.PPMI attribute) (languagechange.models.representation.static.SVD attribute) SCDURel (class in languagechange.models.representation.prompting) SCFloat (class in languagechange.models.representation.prompting) search() (languagechange.corpora.Corpus method) (languagechange.corpora.HistoricalCorpus method) (languagechange.corpora.Line method) SearchTerm (class in languagechange.search) segment_sentences() (languagechange.corpora.Corpus method) SemanticChangeEvaluationDataset (class in languagechange.benchmark)

SemEval2020Task1 (class in languagechange.benchmark) set_lemma() (languagechange.usages.Target method) set_pos() (languagechange.usages.Target method) set_sentences_iterator() (languagechange.corpora.Corpus method) set_threshold() (languagechange.models.change.metrics.Threshold method) SGNS (class in languagechange.models.meaning.meaning) shifting_parameter (languagechange.models.representation.static.PPMI attribute) show_usage_graph() (languagechange.benchmark.DWUG method) smoothing_parameter (languagechange.models.representation.static.PPMI attribute) split_context() (languagechange.models.representation.contextualized.BERT method) split_train_dev_test() (languagechange.benchmark.Benchmark method) SprakBankenCorpus (class in languagechange.corpora) start() (languagechange.usages.TargetUsage method) StaticEmbedding (class in languagechange.models.meaning.meaning) StaticModel (class in languagechange.models.representation.static) step_ (languagechange.models.meaning.clustering.APosterioriaffinityPropagation attribute) SVD (class in languagechange.models.representation.static)

T

T5DefinitionGenerator (class in languagechange.models.representation.definition) Target (class in languagechange.usages) target (languagechange.models.representation.definition.DefinitionOutput attribute) TargetUsage (class in languagechange.usages) TargetUsageList (class in languagechange.usages) temperature (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute) text() (languagechange.usages.TargetUsage method) Threshold (class in languagechange.models.change.metrics) Time (class in languagechange.utils) time() (languagechange.usages.TargetUsage method)

time_axis() (languagechange.usages.TargetUsageList method) TimeInterval (class in languagechange.utils) TimeSeries (class in languagechange.models.change.timeseries) to_dict() (languagechange.usages.TargetUsage method) (languagechange.usages.TargetUsageList method) tokenize() (languagechange.corpora.Corpus method) (languagechange.models.representation.definition.LlamaDefinitionGenerator method) tokenizer (languagechange.models.representation.definition.LlamaDefinitionGenerator attribute) tokens() (languagechange.corpora.Line method) tokens_by_feature() (languagechange.corpora.Line method) tokens_lemmas_pos_tags() (languagechange.corpora.Corpus method)

U

UsageDictionary (class in languagechange.usages)

V

VALID_WORD_FEATURES (languagechange.search.SearchTerm attribute)

VERB (languagechange.usages.POS attribute) VerticalCorpus (class in languagechange.corpora)

W

WiC (class in languagechange.benchmark) WiDiD (class in languagechange.models.change.widid) window_size (languagechange.models.representation.static.CountModel attribute) (languagechange.models.representation.static.RandomIndexing attribute)

word_index_to_char_indices() (languagechange.benchmark.Benchmark method) WordSenseInduction (class in languagechange.models.meaning.meaning) WSD (class in languagechange.benchmark) WSI (class in languagechange.benchmark)

X

XL_LEXEME (class in languagechange.models.representation.contextualized)

XMLCorpus (class in languagechange.corpora)