Text Classification
Transformers
Safetensors
deberta-v2
Generated from Trainer
text-embeddings-inference
Instructions to use AceVikings/deberta-misconception-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AceVikings/deberta-misconception-classifier with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="AceVikings/deberta-misconception-classifier")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("AceVikings/deberta-misconception-classifier") model = AutoModelForSequenceClassification.from_pretrained("AceVikings/deberta-misconception-classifier", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "DebertaV2ForSequenceClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 1024, | |
| "id2label": { | |
| "0": "False_Correct:NA", | |
| "1": "False_Misconception:Adding_across", | |
| "2": "False_Misconception:Adding_terms", | |
| "3": "False_Misconception:Additive", | |
| "4": "False_Misconception:Base_rate", | |
| "5": "False_Misconception:Certainty", | |
| "6": "False_Misconception:Definition", | |
| "7": "False_Misconception:Denominator-only_change", | |
| "8": "False_Misconception:Division", | |
| "9": "False_Misconception:Duplication", | |
| "10": "False_Misconception:Firstterm", | |
| "11": "False_Misconception:FlipChange", | |
| "12": "False_Misconception:Ignores_zeroes", | |
| "13": "False_Misconception:Incomplete", | |
| "14": "False_Misconception:Incorrect_equivalent_fraction_addition", | |
| "15": "False_Misconception:Interior", | |
| "16": "False_Misconception:Inverse_operation", | |
| "17": "False_Misconception:Inversion", | |
| "18": "False_Misconception:Irrelevant", | |
| "19": "False_Misconception:Longer_is_bigger", | |
| "20": "False_Misconception:Mult", | |
| "21": "False_Misconception:Multiplying_by_4", | |
| "22": "False_Misconception:Not_variable", | |
| "23": "False_Misconception:Positive", | |
| "24": "False_Misconception:Scale", | |
| "25": "False_Misconception:Shorter_is_bigger", | |
| "26": "False_Misconception:Subtraction", | |
| "27": "False_Misconception:SwapDividend", | |
| "28": "False_Misconception:Tacking", | |
| "29": "False_Misconception:Unknowable", | |
| "30": "False_Misconception:WNB", | |
| "31": "False_Misconception:Whole_numbers_larger", | |
| "32": "False_Misconception:Wrong_Fraction", | |
| "33": "False_Misconception:Wrong_Operation", | |
| "34": "False_Misconception:Wrong_fraction", | |
| "35": "False_Misconception:Wrong_term", | |
| "36": "False_Neither:NA", | |
| "37": "True_Correct:NA", | |
| "38": "True_Misconception:Additive", | |
| "39": "True_Misconception:Definition", | |
| "40": "True_Misconception:Denominator-only_change", | |
| "41": "True_Misconception:Division", | |
| "42": "True_Misconception:Duplication", | |
| "43": "True_Misconception:Firstterm", | |
| "44": "True_Misconception:FlipChange", | |
| "45": "True_Misconception:Incomplete", | |
| "46": "True_Misconception:Incorrect_equivalent_fraction_addition", | |
| "47": "True_Misconception:Inversion", | |
| "48": "True_Misconception:Irrelevant", | |
| "49": "True_Misconception:Mult", | |
| "50": "True_Misconception:Multiplying_by_4", | |
| "51": "True_Misconception:Positive", | |
| "52": "True_Misconception:Shorter_is_bigger", | |
| "53": "True_Misconception:Subtraction", | |
| "54": "True_Misconception:SwapDividend", | |
| "55": "True_Misconception:Tacking", | |
| "56": "True_Misconception:WNB", | |
| "57": "True_Misconception:Wrong_fraction", | |
| "58": "True_Misconception:Wrong_term", | |
| "59": "True_Neither:NA" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 4096, | |
| "label2id": { | |
| "False_Correct:NA": 0, | |
| "False_Misconception:Adding_across": 1, | |
| "False_Misconception:Adding_terms": 2, | |
| "False_Misconception:Additive": 3, | |
| "False_Misconception:Base_rate": 4, | |
| "False_Misconception:Certainty": 5, | |
| "False_Misconception:Definition": 6, | |
| "False_Misconception:Denominator-only_change": 7, | |
| "False_Misconception:Division": 8, | |
| "False_Misconception:Duplication": 9, | |
| "False_Misconception:Firstterm": 10, | |
| "False_Misconception:FlipChange": 11, | |
| "False_Misconception:Ignores_zeroes": 12, | |
| "False_Misconception:Incomplete": 13, | |
| "False_Misconception:Incorrect_equivalent_fraction_addition": 14, | |
| "False_Misconception:Interior": 15, | |
| "False_Misconception:Inverse_operation": 16, | |
| "False_Misconception:Inversion": 17, | |
| "False_Misconception:Irrelevant": 18, | |
| "False_Misconception:Longer_is_bigger": 19, | |
| "False_Misconception:Mult": 20, | |
| "False_Misconception:Multiplying_by_4": 21, | |
| "False_Misconception:Not_variable": 22, | |
| "False_Misconception:Positive": 23, | |
| "False_Misconception:Scale": 24, | |
| "False_Misconception:Shorter_is_bigger": 25, | |
| "False_Misconception:Subtraction": 26, | |
| "False_Misconception:SwapDividend": 27, | |
| "False_Misconception:Tacking": 28, | |
| "False_Misconception:Unknowable": 29, | |
| "False_Misconception:WNB": 30, | |
| "False_Misconception:Whole_numbers_larger": 31, | |
| "False_Misconception:Wrong_Fraction": 32, | |
| "False_Misconception:Wrong_Operation": 33, | |
| "False_Misconception:Wrong_fraction": 34, | |
| "False_Misconception:Wrong_term": 35, | |
| "False_Neither:NA": 36, | |
| "True_Correct:NA": 37, | |
| "True_Misconception:Additive": 38, | |
| "True_Misconception:Definition": 39, | |
| "True_Misconception:Denominator-only_change": 40, | |
| "True_Misconception:Division": 41, | |
| "True_Misconception:Duplication": 42, | |
| "True_Misconception:Firstterm": 43, | |
| "True_Misconception:FlipChange": 44, | |
| "True_Misconception:Incomplete": 45, | |
| "True_Misconception:Incorrect_equivalent_fraction_addition": 46, | |
| "True_Misconception:Inversion": 47, | |
| "True_Misconception:Irrelevant": 48, | |
| "True_Misconception:Mult": 49, | |
| "True_Misconception:Multiplying_by_4": 50, | |
| "True_Misconception:Positive": 51, | |
| "True_Misconception:Shorter_is_bigger": 52, | |
| "True_Misconception:Subtraction": 53, | |
| "True_Misconception:SwapDividend": 54, | |
| "True_Misconception:Tacking": 55, | |
| "True_Misconception:WNB": 56, | |
| "True_Misconception:Wrong_fraction": 57, | |
| "True_Misconception:Wrong_term": 58, | |
| "True_Neither:NA": 59 | |
| }, | |
| "layer_norm_eps": 1e-07, | |
| "legacy": true, | |
| "max_position_embeddings": 512, | |
| "max_relative_positions": -1, | |
| "model_type": "deberta-v2", | |
| "norm_rel_ebd": "layer_norm", | |
| "num_attention_heads": 16, | |
| "num_hidden_layers": 24, | |
| "pad_token_id": 0, | |
| "pooler_dropout": 0, | |
| "pooler_hidden_act": "gelu", | |
| "pooler_hidden_size": 1024, | |
| "pos_att_type": [ | |
| "p2c", | |
| "c2p" | |
| ], | |
| "position_biased_input": false, | |
| "position_buckets": 256, | |
| "relative_attention": true, | |
| "share_att_key": true, | |
| "torch_dtype": "float32", | |
| "transformers_version": "4.53.3", | |
| "type_vocab_size": 0, | |
| "vocab_size": 128100 | |
| } | |