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--- |
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license: apache-2.0 |
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base_model: |
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- dicta-il/neodictabert |
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--- |
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------ |
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license: apache-2.0 |
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language: |
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- he |
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base_model: |
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- dicta-il/neodictabert |
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tags: |
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- multi-label-classification |
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- hebrew |
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- fact-checking |
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- error-detection |
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pipeline_tag: text-classification |
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library_name: transformers |
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--- |
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# Hebrew Multi-Label Error Type Classifier (Setup 2: Claim-Level) |
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## Model Description |
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Fine-tuned [dicta-il/neodictabert](https://huggingface.co/dicta-il/neodictabert) for multi-label classification of factual error types in Hebrew text at the claim/sentence level. |
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**Task:** Identify specific error types in corrupted Hebrew claims |
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**Language:** Hebrew |
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**Max Context:** 3,072 tokens |
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**Granularity:** Sentence-level (individual claims) |
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## Input/Output |
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### Input |
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- **Premise:** Original correct claim (Hebrew sentence) |
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- **Hypothesis:** Summary claim (Hebrew sentence) |
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### Output |
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Multi-label classification with probability scores for each error type. Threshold: 0.5 (probabilities โฅ 0.5 indicate presence of that error type). |
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## Supported Error Types |
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The model detects both **cross-language** and **Hebrew-specific** error types: |
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### Cross-Language Errors |
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- `entity_person_swap` - Swapping person names |
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- `entity_location_swap` - Swapping place names |
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- `entity_organization_swap` - Swapping organization names |
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- `entity_date_swap` - Changing dates |
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- `number_swap` - Altering numerical values |
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- `measure_unit_swap` - Changing units of measurement |
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- `sentence_negation` - Adding/removing negation |
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### Hebrew-Specific Errors |
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- `hebrew_root_pattern_confusion` - Morphological root/binyan errors |
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- `morphological_connective_confusion` - Logical connector errors (ืฉืื โ ืื ืฉ) |
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- `verb_gender_swap` - Verb gender disagreement |
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- `noun_gender_swap` - Noun/pronoun gender errors |
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- `homographic_gender_errors` - Gender mismatches in homographic words (ืืืจื, ืืจืฆื) |
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- `specificity_shift_errors` - Definite article changes (ื-) |
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- `construct_state_confusion` - Smichut (ืกืืืืืช) errors |
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- `subject_verb_person_mismatch` - Person agreement errors |
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- `verb_tense_swap` - Tense inconsistencies |
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- `evidentiality_source_attribution_collapse` - Attribution removal |
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- `impersonal_to_personal_verb_errors` - Voice changes (passive โ active) |
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- `verb_template_agency_reversal` - Agency reversals (ืืืืืฉ โ ืืชืืืฉ) |
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- `directional_preposition_swap` - Directional errors (ื-X ื-Y โ ื-Y ื-X) |
