Feature Extraction
Transformers
Safetensors
multilingual
qwen3_5_text
qwen3.5
classification-backbone
text-classification
knowledge-distillation
model-compression
edge-ai
Instructions to use mp-juuuns/qwen35-standalone4l-classification-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use mp-juuuns/qwen35-standalone4l-classification-base with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="mp-juuuns/qwen35-standalone4l-classification-base")# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("mp-juuuns/qwen35-standalone4l-classification-base") model = AutoModel.from_pretrained("mp-juuuns/qwen35-standalone4l-classification-base", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| arm,label,support,precision_mean,precision_sample_sd,recall_mean,recall_sample_sd,f1_mean,f1_sample_sd | |
| task_agnostic_base,Appeal_to_Authority,11,0.3958614484930274,0.1238064457010119,0.5757575757575757,0.05248638810814781,0.4657088122605364,0.1020990126979069 | |
| task_agnostic_base,Appeal_to_fear-prejudice,24,0.5540244550770866,0.02525673990402998,0.7361111111111112,0.13393959390267993,0.6277521761392729,0.04994879016183189 | |
| task_agnostic_base,"Bandwagon,Reductio_ad_hitlerum",7,0.4851851851851852,0.07882887649552875,0.8095238095238095,0.08247860988423221,0.6006778309409889,0.04793776258918466 | |
| task_agnostic_base,Black-and-White_Fallacy,12,0.3667929292929293,0.07670649392711647,0.47222222222222227,0.09622504486493764,0.4053892966936445,0.04211369218048746 | |
| task_agnostic_base,Causal_Oversimplification,18,0.5428824049513704,0.039216350192122156,0.7962962962962963,0.11564811108145183,0.6446992723588468,0.0634561308339175 | |
| task_agnostic_base,Doubt,22,0.5223832528180354,0.06742780050556177,0.9848484848484849,0.026243194054073875,0.6802057822343391,0.04928561754686331 | |
| task_agnostic_base,"Exaggeration,Minimisation",22,0.4620811287477954,0.016801198309751,0.7727272727272727,0.15745916432444337,0.5727040816326531,0.03645259990419198 | |
| task_agnostic_base,Flag-Waving,17,0.5642642642642642,0.1478145677656334,0.8235294117647058,0.1764705882352941,0.6464506172839506,0.035742219952758225 | |
| task_agnostic_base,Loaded_Language,45,0.8649032907793016,0.046984312428427724,0.9851851851851852,0.012830005981991702,0.9208741623431562,0.03200926878737141 | |
| task_agnostic_base,"Name_Calling,Labeling",33,0.7380952380952381,0.0047619047619048005,0.9090909090909091,0.10925912955951485,0.8125087983911513,0.04252971464057227 | |
| task_agnostic_base,Repetition,23,0.5196620583717357,0.021645909050194662,0.7536231884057971,0.06641414050660639,0.6147520781519571,0.03505927109416221 | |
| task_agnostic_base,Slogans,14,0.5161361626878869,0.20305677930281646,0.7380952380952381,0.10910894511799614,0.5834824090638044,0.09862686289220693 | |
| task_agnostic_base,Thought-terminating_Cliches,7,0.3492063492063492,0.143516994603374,0.3333333333333333,0.08247860988423225,0.319014319014319,0.04017590711117064 | |
| task_agnostic_base,"Whataboutism,Straw_Men,Red_Herring",10,0.2761904761904762,0.05302632726504782,0.5,0.2645751311064591,0.330448343079922,0.021845164720973014 | |
| structural_copy_control,Appeal_to_Authority,11,0.26003086419753085,0.06281357095350094,0.5757575757575758,0.262431940540739,0.35477582846003897,0.11479479036518875 | |
| structural_copy_control,Appeal_to_fear-prejudice,24,0.5104813315339631,0.038427508996734555,0.8611111111111112,0.024056261216234387,0.6401745363877202,0.029305467347150463 | |
| structural_copy_control,"Bandwagon,Reductio_ad_hitlerum",7,0.2876623376623376,0.061386823077618426,0.8571428571428571,0.14285714285714285,0.4306391777656145,0.08686392624022733 | |
| structural_copy_control,Black-and-White_Fallacy,12,0.31339031339031337,0.08301311842925053,0.5277777777777778,0.2678791878053599,0.38778427550357375,0.13069755090515112 | |
| structural_copy_control,Causal_Oversimplification,18,0.4464201043148412,0.013538446216471536,0.9259259259259259,0.03207501495497923,0.6023809523809524,0.018643640071557464 | |
| structural_copy_control,Doubt,22,0.4455314009661836,0.04067072694857813,1.0,0.0,0.615686274509804,0.039427200694482675 | |
| structural_copy_control,"Exaggeration,Minimisation",22,0.4364176150420584,0.025093958106097894,0.8787878787878788,0.05248638810814775,0.5829803047194351,0.030899288356345502 | |
| structural_copy_control,Flag-Waving,17,0.3814814814814815,0.05010277503136551,0.803921568627451,0.17970885078258195,0.5138595287119652,0.06400931989326974 | |
| structural_copy_control,Loaded_Language,45,0.8492581841638446,0.016026591848331686,1.0,0.0,0.9184311025253588,0.009372233868132662 | |
| structural_copy_control,"Name_Calling,Labeling",33,0.6375,0.03410563654946854,0.9696969696969697,0.030303030303030276,0.7685185185185185,0.02023900779105559 | |
| structural_copy_control,Repetition,23,0.44863933452168747,0.01520014564765896,0.9420289855072463,0.06641414050660639,0.607248835423033,0.019858627551810427 | |
| structural_copy_control,Slogans,14,0.3274318274318274,0.05434598572773684,0.4523809523809524,0.1486904285332952,0.3715828924162258,0.07106660236343577 | |
| structural_copy_control,Thought-terminating_Cliches,7,0.1142156862745098,0.012848374923608973,0.38095238095238093,0.1649572197684645,0.17331433998100665,0.029065880233243847 | |
| structural_copy_control,"Whataboutism,Straw_Men,Red_Herring",10,0.19344598054275472,0.03373872471827226,0.5666666666666667,0.2081665999466133,0.28584083690299267,0.06078854830133676 | |
| existing_specialized_separate_lineage,Appeal_to_Authority,11,0.37836021505376344,0.10546365636105155,0.6666666666666666,0.2287828616748712,0.46885361552028215,0.09502747629890008 | |
| existing_specialized_separate_lineage,Appeal_to_fear-prejudice,24,0.525708635464733,0.02235198659615819,0.8888888888888888,0.048112522432468774,0.6599065351235072,0.015362381542320084 | |
| existing_specialized_separate_lineage,"Bandwagon,Reductio_ad_hitlerum",7,0.44485144485144484,0.016487284575115283,0.7619047619047619,0.1649572197684645,0.5571428571428572,0.051507875363771265 | |
| existing_specialized_separate_lineage,Black-and-White_Fallacy,12,0.4662644544997486,0.004538274146363688,0.5833333333333334,0.08333333333333331,0.516747552149851,0.03589484965697345 | |
| existing_specialized_separate_lineage,Causal_Oversimplification,18,0.4472934472934473,0.013055771210700413,0.8333333333333333,0.1469861839480328,0.5781794553724379,0.028407563015813122 | |
| existing_specialized_separate_lineage,Doubt,22,0.5045661001171619,0.023581174969843577,1.0,0.0,0.6704939668174963,0.020973132363659372 | |
| existing_specialized_separate_lineage,"Exaggeration,Minimisation",22,0.44589793281653745,0.010987847993006481,0.9393939393939394,0.06943296507508849,0.6043956043956044,0.022305256187015846 | |
| existing_specialized_separate_lineage,Flag-Waving,17,0.5576388888888889,0.03705367103320583,0.8823529411764706,0.11764705882352944,0.680769868923179,0.04164658769406446 | |
| existing_specialized_separate_lineage,Loaded_Language,45,0.8387650085763294,0.01782556577257849,1.0,0.0,0.9122448979591837,0.01060439269940129 | |
| existing_specialized_separate_lineage,"Name_Calling,Labeling",33,0.6957104190221673,0.019201490809269257,0.9696969696969697,0.030303030303030276,0.8101049442821594,0.022092733328802537 | |
| existing_specialized_separate_lineage,Repetition,23,0.4781557067271353,0.009897987322673213,0.9420289855072463,0.06641414050660639,0.6337774426009719,0.016444118333485254 | |
| existing_specialized_separate_lineage,Slogans,14,0.4334215167548501,0.05811581861282867,0.6904761904761905,0.1649572197684645,0.5201316298877274,0.018567913895656114 | |
| existing_specialized_separate_lineage,Thought-terminating_Cliches,7,0.18446115288220552,0.03641251252864963,0.6666666666666666,0.1649572197684645,0.2868626868626869,0.0511620864429468 | |
| existing_specialized_separate_lineage,"Whataboutism,Straw_Men,Red_Herring",10,0.2777777777777778,0.0481125224324688,0.4,0.0,0.32634032634032634,0.03229931575886014 | |