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--- |
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license: cc-by-4.0 |
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language: |
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- he |
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inference: false |
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--- |
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# DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew |
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State-of-the-art language model for Hebrew, released [here](https://arxiv.org/abs/2308.16687). |
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This is the fine-tuned BERT-tiny model for the joint parsing of the following tasks: |
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- Prefix Segmentation |
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- Morphological Disabmgiuation |
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- Lexicographical Analysis (Lemmatization) |
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- Syntactical Parsing (Dependency-Tree) |
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- Named-Entity Recognition |
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For the bert-base models for other tasks, see [here](https://huggingface.co/collections/dicta-il/dictabert-6588e7cc08f83845fc42a18b). |
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Sample usage: |
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```python |
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from transformers import AutoModel, AutoTokenizer |
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tokenizer = AutoTokenizer.from_pretrained('dicta-il/dictabert-tiny-joint') |
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model = AutoModel.from_pretrained('dicta-il/dictabert-tiny-joint', trust_remote_code=True) |
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model.eval() |
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sentence = '讘砖谞转 1948 讛砖诇讬诐 讗驻专讬诐 拽讬砖讜谉 讗转 诇讬诪讜讚讬讜 讘驻讬住讜诇 诪转讻转 讜讘转讜诇讚讜转 讛讗诪谞讜转 讜讛讞诇 诇驻专住诐 诪讗诪专讬诐 讛讜诪讜专讬住讟讬讬诐' |
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print(model.predict([sentence], tokenizer)) |
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``` |
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Output: |
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```json |
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[ |
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{ |
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"text": "讘砖谞转 1948 讛砖诇讬诐 讗驻专讬诐 拽讬砖讜谉 讗转 诇讬诪讜讚讬讜 讘驻讬住讜诇 诪转讻转 讜讘转讜诇讚讜转 讛讗诪谞讜转 讜讛讞诇 诇驻专住诐 诪讗诪专讬诐 讛讜诪讜专讬住讟讬讬诐", |
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"tokens": [ |
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{ |
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"token": "讘砖谞转", |
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"syntax": { |
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"word": "讘砖谞转", |
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"dep_head_idx": 2, |
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"dep_func": "obl", |
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"dep_head": "讛砖诇讬诐" |
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}, |
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"seg": [ |
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"讘", |
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"砖谞转" |
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], |
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"lex": "砖谞讛", |
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"morph": { |
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"token": "讘砖谞转", |
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"pos": "NOUN", |
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"feats": { |
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"Gender": "Fem", |
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"Number": "Sing" |
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}, |
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"prefixes": [ |
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"ADP" |
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], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "1948", |
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"syntax": { |
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"word": "1948", |
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"dep_head_idx": 0, |
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"dep_func": "compound", |
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"dep_head": "讘砖谞转" |
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}, |
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"seg": [ |
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"1948" |
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], |
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"lex": "1948", |
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"morph": { |
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"token": "1948", |
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"pos": "NUM", |
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"feats": {}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "讛砖诇讬诐", |
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"syntax": { |
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"word": "讛砖诇讬诐", |
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"dep_head_idx": -1, |
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"dep_func": "root", |
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"dep_head": "讛讜诪讜专讬住讟讬讬诐" |
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}, |
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"seg": [ |
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"讛砖诇讬诐" |
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], |
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"lex": "讛砖诇讬诐", |
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"morph": { |
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"token": "讛砖诇讬诐", |
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"pos": "VERB", |
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"feats": { |
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"Gender": "Masc", |
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"Number": "Sing", |
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"Person": "3", |
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"Tense": "Past" |
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}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "讗驻专讬诐", |
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"syntax": { |
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"word": "讗驻专讬诐", |
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"dep_head_idx": 2, |
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"dep_func": "nsubj", |
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"dep_head": "讛砖诇讬诐" |
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}, |
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"seg": [ |
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"讗驻专讬诐" |
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], |
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"lex": "讗驻专讬诐", |
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"morph": { |
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"token": "讗驻专讬诐", |
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"pos": "PROPN", |
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"feats": {}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "拽讬砖讜谉", |
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"syntax": { |
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"word": "拽讬砖讜谉", |
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"dep_head_idx": 3, |
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"dep_func": "flat", |
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"dep_head": "讗驻专讬诐" |
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}, |
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"seg": [ |
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"拽讬砖讜谉" |
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], |
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"lex": "拽讬砖讜谉", |
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"morph": { |
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"token": "拽讬砖讜谉", |
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"pos": "PROPN", |
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"feats": {}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "讗转", |
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"syntax": { |
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"word": "讗转", |
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"dep_head_idx": 6, |
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"dep_func": "case", |
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"dep_head": "诇讬诪讜讚讬讜" |
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}, |
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"seg": [ |
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"讗转" |
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], |
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"lex": "讗转", |
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"morph": { |
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"token": "讗转", |
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"pos": "ADP", |
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"feats": {}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "诇讬诪讜讚讬讜", |
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"syntax": { |
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"word": "诇讬诪讜讚讬讜", |
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"dep_head_idx": 2, |
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"dep_func": "obj", |
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"dep_head": "讛砖诇讬诐" |
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}, |
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"seg": [ |
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"诇讬诪讜讚讬讜" |
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], |
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"lex": "诇讬诪讜讚", |
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"morph": { |
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"token": "诇讬诪讜讚讬讜", |
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"pos": "NOUN", |
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"feats": { |
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"Gender": "Masc", |
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"Number": "Plur" |
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}, |
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"prefixes": [], |
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"suffix": "PRON", |
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"suffix_feats": { |
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"Gender": "Masc", |
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"Number": "Sing", |
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"Person": "3" |
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} |
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} |
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}, |
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{ |
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"token": "讘驻讬住讜诇", |
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"syntax": { |
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"word": "讘驻讬住讜诇", |
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"dep_head_idx": 6, |
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"dep_func": "nmod", |
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"dep_head": "诇讬诪讜讚讬讜" |
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}, |
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"seg": [ |
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"讘", |
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"驻讬住讜诇" |
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], |
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"lex": "驻讬住讜诇", |
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"morph": { |
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"token": "讘驻讬住讜诇", |
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"pos": "NOUN", |
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"feats": { |
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"Gender": "Masc", |
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"Number": "Sing" |
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}, |
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"prefixes": [ |
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"ADP" |
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], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "诪转讻转", |
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"syntax": { |
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"word": "诪转讻转", |
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"dep_head_idx": 7, |
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"dep_func": "compound", |
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"dep_head": "讘驻讬住讜诇" |
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}, |
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"seg": [ |
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"诪转讻转" |
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], |
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"lex": "诪转讻转", |
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"morph": { |
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"token": "诪转讻转", |
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"pos": "NOUN", |
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"feats": { |
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"Gender": "Fem", |
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"Number": "Sing" |
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}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "讜讘转讜诇讚讜转", |
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"syntax": { |
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"word": "讜讘转讜诇讚讜转", |
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"dep_head_idx": 7, |
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"dep_func": "conj", |
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"dep_head": "讘驻讬住讜诇" |
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}, |
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"seg": [ |
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"讜讘", |
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"转讜诇讚讜转" |
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], |
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"lex": "转讜诇讚讛", |
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"morph": { |
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"token": "讜讘转讜诇讚讜转", |
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"pos": "NOUN", |
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"feats": { |
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"Gender": "Fem", |
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"Number": "Plur" |
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}, |
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"prefixes": [ |
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"CCONJ", |
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"ADP" |
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], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "讛讗诪谞讜转", |
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"syntax": { |
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"word": "讛讗诪谞讜转", |
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"dep_head_idx": 9, |
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"dep_func": "compound", |
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"dep_head": "讜讘转讜诇讚讜转" |
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}, |
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"seg": [ |
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"讛", |
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"讗诪谞讜转" |
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], |
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"lex": "讗讜诪谞讜转", |
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"morph": { |
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"token": "讛讗诪谞讜转", |
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"pos": "NOUN", |
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"feats": { |
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"Gender": "Fem", |
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"Number": "Sing" |
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}, |
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"prefixes": [ |
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"DET" |
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], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "讜讛讞诇", |
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"syntax": { |
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"word": "讜讛讞诇", |
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"dep_head_idx": 2, |
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"dep_func": "conj", |
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"dep_head": "讛砖诇讬诐" |
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}, |
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"seg": [ |
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"讜", |
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"讛讞诇" |
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], |
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"lex": "讛讞诇", |
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"morph": { |
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"token": "讜讛讞诇", |
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"pos": "VERB", |
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"feats": { |
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"Gender": "Masc", |
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"Number": "Sing", |
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"Person": "3", |
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"Tense": "Past" |
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}, |
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"prefixes": [ |
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"CCONJ" |
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], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "诇驻专住诐", |
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"syntax": { |
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"word": "诇驻专住诐", |
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"dep_head_idx": 11, |
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"dep_func": "xcomp", |
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"dep_head": "讜讛讞诇" |
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}, |
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"seg": [ |
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"诇驻专住诐" |
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], |
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"lex": "驻专住诐", |
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"morph": { |
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"token": "诇驻专住诐", |
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"pos": "VERB", |
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"feats": {}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "诪讗诪专讬诐", |
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"syntax": { |
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"word": "诪讗诪专讬诐", |
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"dep_head_idx": 12, |
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"dep_func": "obj", |
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"dep_head": "诇驻专住诐" |
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}, |
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"seg": [ |
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"诪讗诪专讬诐" |
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], |
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"lex": "诪讗诪专", |
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"morph": { |
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"token": "诪讗诪专讬诐", |
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"pos": "NOUN", |
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"feats": { |
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"Gender": "Masc", |
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"Number": "Plur" |
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}, |
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"prefixes": [], |
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"suffix": false |
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} |
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}, |
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{ |
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"token": "讛讜诪讜专讬住讟讬讬诐", |
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"syntax": { |
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"word": "讛讜诪讜专讬住讟讬讬诐", |
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"dep_head_idx": 13, |
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"dep_func": "amod", |
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"dep_head": "诪讗诪专讬诐" |
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}, |
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"seg": [ |
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"讛讜诪讜专讬住讟讬讬诐" |
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], |
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"lex": "讛讜诪讜专讬住讟讬", |
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"morph": { |
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"token": "讛讜诪讜专讬住讟讬讬诐", |
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"pos": "ADJ", |
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"feats": { |
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"Gender": "Masc", |
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"Number": "Plur" |
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}, |
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"prefixes": [], |
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"suffix": false |
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} |
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} |
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], |
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"root_idx": 2, |
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"ner_entities": [ |
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{ |
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"phrase": "1948", |
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"label": "TIMEX" |
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}, |
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{ |
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"phrase": "讗驻专讬诐 拽讬砖讜谉", |
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"label": "PER" |
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} |
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] |
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} |
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] |
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``` |
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## Citation |
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If you use DictaBERT in your research, please cite ```DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew``` |
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**BibTeX:** |
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```bibtex |
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@misc{shmidman2023dictabert, |
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title={DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew}, |
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author={Shaltiel Shmidman and Avi Shmidman and Moshe Koppel}, |
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year={2023}, |
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eprint={2308.16687}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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``` |
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## License |
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Shield: [![CC BY 4.0][cc-by-shield]][cc-by] |
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This work is licensed under a |
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[Creative Commons Attribution 4.0 International License][cc-by]. |
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[![CC BY 4.0][cc-by-image]][cc-by] |
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[cc-by]: http://creativecommons.org/licenses/by/4.0/ |
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[cc-by-image]: https://i.creativecommons.org/l/by/4.0/88x31.png |
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[cc-by-shield]: https://img.shields.io/badge/License-CC%20BY%204.0-lightgrey.svg |
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