Zero-Shot Classification
Transformers
PyTorch
Safetensors
English
deberta-v2
text-classification
deberta-v3-base
deberta-v3
deberta
nli
natural-language-inference
multitask
multi-task
pipeline
extreme-multi-task
extreme-mtl
tasksource
zero-shot
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Eval Results
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1785
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1786
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1787
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1788
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1789
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1790
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1791
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1792
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1793
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1794
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1795
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1796
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1797
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1798
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1800
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1801
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1802
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1803
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1804
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1805
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1806
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1807
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1808
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1809
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1810
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1811
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1812
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1813
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1814
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1815
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1816
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1817
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1818
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1819
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1820
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1821
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1822
+ "babi_nli/simple-negation",
1823
+ "babi_nli/three-arg-relations",
1824
+ "babi_nli/basic-induction",
1825
+ "babi_nli/time-reasoning",
1826
+ "babi_nli/compound-coreference",
1827
+ "babi_nli/path-finding",
1828
+ "babi_nli/positional-reasoning",
1829
+ "babi_nli/conjunction",
1830
+ "babi_nli/size-reasoning",
1831
+ "babi_nli/yes-no-questions",
1832
+ "babi_nli/basic-coreference",
1833
+ "babi_nli/two-supporting-facts",
1834
+ "babi_nli/lists-sets",
1835
+ "babi_nli/two-arg-relations",
1836
+ "babi_nli/three-supporting-facts",
1837
+ "babi_nli/basic-deduction",
1838
+ "babi_nli/single-supporting-fact",
1839
+ "anli/a1",
1840
+ "anli/a2",
1841
+ "anli/a3",
1842
+ "sick/label",
1843
+ "sick/relatedness",
1844
+ "sick/entailment_AB",
1845
+ "sick/entailment_BA",
1846
+ "snli",
1847
+ "scitail/snli_format",
1848
+ "hans",
1849
+ "WANLI",
1850
+ "recast/recast_kg_relations",
1851
+ "recast/recast_puns",
1852
+ "recast/recast_factuality",
1853
+ "recast/recast_megaveridicality",
1854
+ "recast/recast_verbcorner",
1855
+ "recast/recast_verbnet",
1856
+ "recast/recast_ner",
1857
+ "recast/recast_sentiment",
1858
+ "probability_words_nli/usnli",
1859
+ "probability_words_nli/reasoning_1hop",
1860
+ "probability_words_nli/reasoning_2hop",
1861
+ "nan-nli/joey234--nan-nli",
1862
+ "nli_fever",
1863
+ "breaking_nli",
1864
+ "conj_nli",
1865
+ "fracas",
1866
+ "dialogue_nli",
1867
+ "mpe",
1868
+ "dnc",
1869
+ "gpt3_nli",
1870
+ "recast_white/fnplus",
1871
+ "recast_white/sprl",
1872
+ "recast_white/dpr",
1873
+ "joci",
1874
+ "contrast_nli",
1875
+ "robust_nli/IS_CS",
1876
+ "robust_nli/LI_LI",
1877
+ "robust_nli/ST_WO",
1878
+ "robust_nli/PI_SP",
1879
+ "robust_nli/PI_CD",
1880
+ "robust_nli/ST_SE",
1881
+ "robust_nli/ST_NE",
1882
+ "robust_nli/ST_LM",
1883
+ "robust_nli_is_sd",
1884
+ "robust_nli_li_ts",
1885
+ "gen_debiased_nli/snli_seq_z",
1886
+ "gen_debiased_nli/snli_z_aug",
1887
+ "gen_debiased_nli/snli_par_z",
1888
+ "gen_debiased_nli/mnli_par_z",
1889
+ "gen_debiased_nli/mnli_z_aug",
1890
+ "gen_debiased_nli/mnli_seq_z",
1891
+ "add_one_rte",
1892
+ "imppres/presupposition_cleft_uniqueness/presupposition",
1893
+ "imppres/presupposition_possessed_definites_uniqueness/presupposition",
1894
+ "imppres/presupposition_possessed_definites_existence/presupposition",
1895
+ "imppres/presupposition_only_presupposition/presupposition",
1896
+ "imppres/presupposition_all_n_presupposition/presupposition",
1897
+ "imppres/presupposition_both_presupposition/presupposition",
1898
+ "imppres/presupposition_change_of_state/presupposition",
1899
+ "imppres/presupposition_cleft_existence/presupposition",
1900
+ "imppres/presupposition_question_presupposition/presupposition",
1901
+ "imppres/implicature_modals/prag",
1902
+ "imppres/implicature_numerals_10_100/prag",
1903
+ "imppres/implicature_numerals_2_3/prag",
1904
+ "imppres/implicature_gradable_adjective/prag",
1905
+ "imppres/implicature_quantifiers/prag",
1906
+ "imppres/implicature_gradable_verb/prag",
1907
+ "imppres/implicature_connectives/prag",
1908
+ "imppres/implicature_gradable_adjective/log",
1909
+ "imppres/implicature_gradable_verb/log",
1910
+ "imppres/implicature_numerals_2_3/log",
1911
+ "imppres/implicature_numerals_10_100/log",
1912
+ "imppres/implicature_modals/log",
1913
+ "imppres/implicature_quantifiers/log",
1914
+ "imppres/implicature_connectives/log",
1915
+ "glue_diagnostics/diagnostics",
1916
+ "hlgd",
1917
+ "paws/labeled_final",
1918
+ "paws/labeled_swap",
1919
+ "quora",
1920
+ "medical_questions_pairs",
1921
+ "conll2003/pos_tags",
1922
+ "conll2003/chunk_tags",
1923
+ "conll2003/ner_tags",
1924
+ "hh-rlhf",
1925
+ "model-written-evals",
1926
+ "truthful_qa/multiple_choice",
1927
+ "fig-qa",
1928
+ "bigbench/fantasy_reasoning",
1929
+ "bigbench/nonsense_words_grammar",
1930
+ "bigbench/analytic_entailment",
1931
+ "bigbench/logic_grid_puzzle",
1932
+ "bigbench/geometric_shapes",
1933
+ "bigbench/key_value_maps",
1934
+ "bigbench/analogical_similarity",
1935
+ "bigbench/metaphor_understanding",
1936
+ "bigbench/metaphor_boolean",
1937
+ "bigbench/ruin_names",
1938
+ "bigbench/cs_algorithms",
1939
+ "bigbench/physical_intuition",
1940
+ "bigbench/mnist_ascii",
1941
+ "bigbench/moral_permissibility",
1942
+ "bigbench/emoji_movie",
1943
+ "bigbench/snarks",
1944
+ "bigbench/timedial",
1945
+ "bigbench/dark_humor_detection",
1946
+ "bigbench/gre_reading_comprehension",
1947
+ "bigbench/empirical_judgments",
1948
+ "bigbench/causal_judgment",
1949
+ "bigbench/fact_checker",
1950
+ "bigbench/logical_fallacy_detection",
1951
+ "bigbench/identify_math_theorems",
1952
+ "bigbench/dyck_languages",
1953
+ "bigbench/winowhy",
1954
+ "bigbench/logical_sequence",
1955
+ "bigbench/strategyqa",
1956
+ "bigbench/unit_interpretation",
1957
+ "bigbench/authorship_verification",
1958
+ "bigbench/undo_permutation",
1959
+ "bigbench/epistemic_reasoning",
1960
+ "bigbench/human_organs_senses",
1961
+ "bigbench/misconceptions",
1962
+ "bigbench/international_phonetic_alphabet_nli",
1963
+ "bigbench/identify_odd_metaphor",
1964
+ "bigbench/mathematical_induction",
1965
+ "bigbench/odd_one_out",
1966
+ "bigbench/reasoning_about_colored_objects",
1967
+ "bigbench/strange_stories",
1968
+ "bigbench/evaluating_information_essentiality",
1969
+ "bigbench/figure_of_speech_detection",
1970
+ "bigbench/english_proverbs",
1971
+ "bigbench/general_knowledge",
1972
+ "bigbench/tracking_shuffled_objects",
1973
+ "bigbench/physics",
1974
+ "bigbench/anachronisms",
1975
+ "bigbench/simple_ethical_questions",
1976
+ "bigbench/logical_args",
1977
+ "bigbench/suicide_risk",
1978
+ "bigbench/sentence_ambiguity",
1979
+ "bigbench/temporal_sequences",
1980
+ "bigbench/penguins_in_a_table",
1981
+ "bigbench/sports_understanding",
1982
+ "bigbench/hyperbaton",
1983
+ "bigbench/code_line_description",
1984
+ "bigbench/question_selection",
1985
+ "bigbench/disambiguation_qa",
1986
+ "bigbench/date_understanding",
1987
+ "bigbench/play_dialog_same_or_different",
1988
+ "bigbench/salient_translation_error_detection",
1989
+ "bigbench/irony_identification",
1990
+ "bigbench/emojis_emotion_prediction",
1991
+ "bigbench/hindu_knowledge",
1992
+ "bigbench/conceptual_combinations",
1993
+ "bigbench/implicatures",
1994
+ "bigbench/movie_dialog_same_or_different",
1995
+ "bigbench/social_support",
1996
+ "bigbench/presuppositions_as_nli",
1997
+ "bigbench/vitaminc_fact_verification",
1998
+ "bigbench/hhh_alignment",
1999
+ "bigbench/implicit_relations",
2000
+ "bigbench/bbq_lite_json",
2001
+ "bigbench/phrase_relatedness",
2002
+ "bigbench/logical_deduction",
2003
+ "bigbench/discourse_marker_prediction",
2004
+ "bigbench/movie_recommendation",
2005
+ "bigbench/real_or_fake_text",
2006
+ "bigbench/formal_fallacies_syllogisms_negation",
2007
+ "bigbench/crass_ai",
2008
+ "blimp/inchoative",
2009
+ "blimp/principle_A_c_command",
2010
+ "blimp/matrix_question_npi_licensor_present",
2011
+ "blimp/wh_questions_subject_gap_long_distance",
2012
+ "blimp/sentential_subject_island",
2013
+ "blimp/existential_there_quantifiers_2",
2014
+ "blimp/sentential_negation_npi_scope",
2015
+ "blimp/complex_NP_island",
2016
+ "blimp/principle_A_reconstruction",
2017
+ "blimp/animate_subject_passive",
2018
+ "blimp/tough_vs_raising_1",
2019
+ "blimp/wh_vs_that_with_gap",
2020
+ "blimp/principle_A_domain_2",
2021
+ "blimp/npi_present_1",
2022
+ "blimp/wh_vs_that_with_gap_long_distance",
2023
+ "blimp/superlative_quantifiers_1",
2024
+ "blimp/npi_present_2",
2025
+ "blimp/wh_questions_object_gap",
2026
+ "blimp/coordinate_structure_constraint_complex_left_branch",
2027
+ "blimp/coordinate_structure_constraint_object_extraction",
2028
+ "blimp/left_branch_island_echo_question",
2029
+ "blimp/drop_argument",
2030
+ "cos_e/v1.0",
2031
+ "cosmos_qa",
2032
+ "dream",
2033
+ "openbookqa",
2034
+ "qasc",
2035
+ "quartz",
2036
+ "quail",
2037
+ "head_qa/en",
2038
+ "sciq",
2039
+ "social_i_qa",
2040
+ "wiki_hop",
2041
+ "wiqa",
2042
+ "piqa",
2043
+ "hellaswag",
2044
+ "super_glue/copa",
2045
+ "art",
2046
+ "hendrycks_test/moral_disputes",
2047
+ "hendrycks_test/moral_scenarios",
2048
+ "hendrycks_test/nutrition",
2049
+ "hendrycks_test/philosophy",
2050
+ "hendrycks_test/prehistory",
2051
+ "hendrycks_test/professional_accounting",
2052
+ "hendrycks_test/professional_law",
2053
+ "hendrycks_test/world_religions",
2054
+ "hendrycks_test/professional_psychology",
2055
+ "hendrycks_test/public_relations",
2056
+ "hendrycks_test/security_studies",
2057
+ "hendrycks_test/sociology",
2058
+ "hendrycks_test/us_foreign_policy",
2059
+ "hendrycks_test/virology",
2060
+ "hendrycks_test/miscellaneous",
2061
+ "hendrycks_test/professional_medicine",
2062
+ "hendrycks_test/medical_genetics",
2063
+ "hendrycks_test/college_mathematics",
2064
+ "hendrycks_test/management",
2065
+ "hendrycks_test/high_school_computer_science",
2066
+ "hendrycks_test/astronomy",
2067
+ "hendrycks_test/high_school_chemistry",
2068
+ "hendrycks_test/high_school_biology",
2069
+ "hendrycks_test/global_facts",
2070
+ "hendrycks_test/formal_logic",
2071
+ "hendrycks_test/elementary_mathematics",
2072
+ "hendrycks_test/high_school_european_history",
2073
+ "hendrycks_test/electrical_engineering",
2074
+ "hendrycks_test/conceptual_physics",
2075
+ "hendrycks_test/computer_security",
2076
+ "hendrycks_test/college_physics",
2077
+ "hendrycks_test/college_medicine",
2078
+ "hendrycks_test/college_computer_science",
2079
+ "hendrycks_test/college_chemistry",
2080
+ "hendrycks_test/college_biology",
2081
+ "hendrycks_test/econometrics",
2082
+ "hendrycks_test/clinical_knowledge",
2083
+ "hendrycks_test/anatomy",
2084
+ "hendrycks_test/marketing",
2085
+ "hendrycks_test/machine_learning",
2086
+ "hendrycks_test/logical_fallacies",
2087
+ "hendrycks_test/jurisprudence",
2088
+ "hendrycks_test/international_law",
2089
+ "hendrycks_test/human_sexuality",
2090
+ "hendrycks_test/human_aging",
2091
+ "hendrycks_test/high_school_world_history",
2092
+ "hendrycks_test/abstract_algebra",
2093
+ "hendrycks_test/high_school_us_history",
2094
+ "hendrycks_test/high_school_psychology",
2095
+ "hendrycks_test/high_school_physics",
2096
+ "hendrycks_test/high_school_microeconomics",
2097
+ "hendrycks_test/high_school_mathematics",
2098
+ "hendrycks_test/high_school_macroeconomics",
2099
+ "hendrycks_test/high_school_government_and_politics",
2100
+ "hendrycks_test/high_school_geography",
2101
+ "hendrycks_test/high_school_statistics",
2102
+ "hendrycks_test/business_ethics",
2103
+ "winogrande/winogrande_xl",
2104
+ "codah/codah",
2105
+ "ai2_arc/ARC-Challenge/challenge",
2106
+ "ai2_arc/ARC-Easy/challenge",
2107
+ "definite_pronoun_resolution",
2108
+ "swag",
2109
+ "math_qa",
2110
+ "utilitarianism",
2111
+ "TuringBench",
2112
+ "trec",
2113
+ "vitaminc/tals--vitaminc",
2114
+ "hope_edi/english",
2115
+ "rumoureval_2019/RumourEval2019",
2116
+ "ethos/binary",
2117
+ "ethos/multilabel",
2118
+ "glue/cola",
2119
+ "glue/sst2",
2120
+ "glue/mrpc",
2121
+ "glue/qqp",
2122
+ "glue/stsb",
2123
+ "glue/mnli",
2124
+ "glue/qnli",
2125
+ "glue/rte",
2126
+ "glue/wnli",
2127
+ "super_glue/boolq",
2128
+ "super_glue/cb",
2129
+ "super_glue/multirc",
2130
+ "super_glue/wic",
2131
+ "super_glue/axg",
2132
+ "tweet_eval/stance_feminist",
2133
+ "tweet_eval/stance_atheism",
2134
+ "tweet_eval/stance_hillary",
2135
+ "tweet_eval/stance_abortion",
2136
+ "tweet_eval/sentiment",
2137
+ "tweet_eval/offensive",
2138
+ "tweet_eval/stance_climate",
2139
+ "tweet_eval/irony",
2140
+ "tweet_eval/emotion",
2141
+ "tweet_eval/emoji",
2142
+ "tweet_eval/hate",
2143
+ "discovery/discovery",
2144
+ "pragmeval/switchboard",
2145
+ "pragmeval/squinky-informativeness",
2146
+ "pragmeval/emobank-arousal",
2147
+ "pragmeval/emobank-dominance",
2148
+ "pragmeval/emobank-valence",
2149
+ "pragmeval/mrda",
2150
+ "pragmeval/verifiability",
2151
+ "pragmeval/squinky-implicature",
2152
+ "pragmeval/squinky-formality",
2153
+ "pragmeval/gum",
2154
+ "pragmeval/emergent",
2155
+ "pragmeval/persuasiveness-premisetype",
2156
+ "pragmeval/pdtb",
2157
+ "pragmeval/persuasiveness-eloquence",
2158
+ "pragmeval/persuasiveness-specificity",
2159
+ "pragmeval/persuasiveness-strength",
2160
+ "pragmeval/sarcasm",
2161
+ "pragmeval/stac",
2162
+ "pragmeval/persuasiveness-claimtype",
2163
+ "pragmeval/persuasiveness-relevance",
2164
+ "lex_glue/eurlex",
2165
+ "lex_glue/scotus",
2166
+ "lex_glue/ledgar",
2167
+ "lex_glue/unfair_tos",
2168
+ "lex_glue/case_hold",
2169
+ "imdb",
2170
+ "rotten_tomatoes",
2171
+ "ag_news",
2172
+ "yelp_review_full/yelp_review_full",
2173
+ "financial_phrasebank/sentences_allagree",
2174
+ "poem_sentiment",
2175
+ "dbpedia_14/dbpedia_14",
2176
+ "amazon_polarity/amazon_polarity",
2177
+ "app_reviews",
2178
+ "hate_speech18",
2179
+ "sms_spam",
2180
+ "humicroedit/subtask-1",
2181
+ "humicroedit/subtask-2",
2182
+ "snips_built_in_intents",
2183
+ "banking77",
2184
+ "hate_speech_offensive",
2185
+ "hyperpartisan_news_detection/byarticle",
2186
+ "hyperpartisan_news_detection/bypublisher",
2187
+ "go_emotions/simplified",
2188
+ "scicite",
2189
+ "liar",
2190
+ "lexical_relation_classification/ROOT09",
2191
+ "lexical_relation_classification/EVALution",
2192
+ "lexical_relation_classification/CogALexV",
2193
+ "lexical_relation_classification/BLESS",
2194
+ "lexical_relation_classification/K&H+N",
2195
+ "linguisticprobing/coordination_inversion",
2196
+ "linguisticprobing/odd_man_out",
2197
+ "linguisticprobing/word_content",
2198
+ "linguisticprobing/obj_number",
2199
+ "linguisticprobing/past_present",
2200
+ "linguisticprobing/tree_depth",
2201
+ "linguisticprobing/sentence_length",
2202
+ "linguisticprobing/top_constituents",
2203
+ "linguisticprobing/bigram_shift",
2204
+ "linguisticprobing/subj_number",
2205
+ "crowdflower/sentiment_nuclear_power",
2206
+ "crowdflower/tweet_global_warming",
2207
+ "crowdflower/airline-sentiment",
2208
+ "crowdflower/economic-news",
2209
+ "crowdflower/political-media-audience",
2210
+ "crowdflower/political-media-bias",
2211
+ "crowdflower/political-media-message",
2212
+ "crowdflower/text_emotion",
2213
+ "crowdflower/corporate-messaging",
2214
+ "ethics/commonsense",
2215
+ "ethics/deontology",
2216
+ "ethics/justice",
2217
+ "ethics/virtue",
2218
+ "emo/emo2019",
2219
+ "google_wellformed_query",
2220
+ "tweets_hate_speech_detection",
2221
+ "adv_glue/adv_sst2",
2222
+ "adv_glue/adv_qqp",
2223
+ "adv_glue/adv_mnli",
2224
+ "adv_glue/adv_mnli_mismatched",
2225
+ "adv_glue/adv_qnli",
2226
+ "adv_glue/adv_rte",
2227
+ "has_part",
2228
+ "wnut_17/wnut_17",
2229
+ "ncbi_disease/ncbi_disease",
2230
+ "acronym_identification",
2231
+ "jnlpba/jnlpba",
2232
+ "species_800/species_800",
2233
+ "ontonotes_english/SpeedOfMagic--ontonotes_english",
2234
+ "blog_authorship_corpus/gender",
2235
+ "blog_authorship_corpus/age",
2236
+ "blog_authorship_corpus/horoscope",
2237
+ "blog_authorship_corpus/job",
2238
+ "open_question_type",
2239
+ "health_fact",
2240
+ "commonsense_qa",
2241
+ "mc_taco",
2242
+ "ade_corpus_v2/Ade_corpus_v2_classification",
2243
+ "discosense",
2244
+ "circa",
2245
+ "code_x_glue_cc_defect_detection",
2246
+ "code_x_glue_cc_clone_detection_big_clone_bench",
2247
+ "code_x_glue_cc_code_refinement/medium",
2248
+ "EffectiveFeedbackStudentWriting",
2249
+ "promptSentiment",
2250
+ "promptNLI",
2251
+ "promptSpoke",
2252
+ "promptProficiency",
2253
+ "promptGrammar",
2254
+ "promptCoherence",
2255
+ "phrase_similarity",
2256
+ "scientific-exaggeration-detection",
2257
+ "quarel",
2258
+ "fever-evidence-related/mwong--fever-related",
2259
+ "numer_sense",
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