初始化项目，由ModelHub XC社区提供模型
Model: lokeshch19/ModernPubMedBERT Source: Original Platform
This commit is contained in:
ModelHub XC
1
.gitattributes
vendored
Normal file
1
.gitattributes
vendored
Normal file
@@ -0,0 +1 @@
|
||||
model.safetensors filter=lfs diff=lfs merge=lfs -text
|
||||
10
1_Pooling/config.json
Normal file
10
1_Pooling/config.json
Normal file
@@ -0,0 +1,10 @@
|
||||
{
|
||||
"word_embedding_dimension": 768,
|
||||
"pooling_mode_cls_token": false,
|
||||
"pooling_mode_mean_tokens": true,
|
||||
"pooling_mode_max_tokens": false,
|
||||
"pooling_mode_mean_sqrt_len_tokens": false,
|
||||
"pooling_mode_weightedmean_tokens": false,
|
||||
"pooling_mode_lasttoken": false,
|
||||
"include_prompt": true
|
||||
}
|
||||
116
README.md
Normal file
116
README.md
Normal file
@@ -0,0 +1,116 @@
|
||||
---
|
||||
license: mit
|
||||
base_model:
|
||||
- thomas-sounack/BioClinical-ModernBERT-base
|
||||
tags:
|
||||
- sentence-transformers
|
||||
- sentence-similarity
|
||||
- medical
|
||||
- clinical
|
||||
- biomedical
|
||||
- pubmed
|
||||
- healthcare
|
||||
- medical-ai
|
||||
- clinical-nlp
|
||||
- bioinformatics
|
||||
- medical-literature
|
||||
- clinical-text
|
||||
---
|
||||
# Clinical ModernBERT Embedding Model
|
||||
|
||||
A specialized medical embedding model fine-tuned from Clinical ModernBERT using InfoNCE contrastive learning on PubMed title-abstract pairs.
|
||||
|
||||
## Model Details
|
||||
|
||||
- **Base Model**: thomas-sounack/BioClinical-ModernBERT-base
|
||||
- **Training Method**: InfoNCE contrastive learning
|
||||
- **Training Data**: PubMed title-abstract pairs
|
||||
- **Max Sequence Length**: 2048 tokens
|
||||
|
||||
## Usage
|
||||
|
||||
```python
|
||||
from sentence_transformers import SentenceTransformer
|
||||
|
||||
# Load the model
|
||||
model = SentenceTransformer("lokeshch19/ModernPubMedBERT")
|
||||
|
||||
# Encode medical texts
|
||||
texts = [
|
||||
"Rheumatoid arthritis is an autoimmune disorder attacking joint linings.",
|
||||
"Inflammatory cytokines in RA lead to progressive cartilage and bone destruction."
|
||||
]
|
||||
embeddings = model.encode(texts)
|
||||
```
|
||||
|
||||
## Applications
|
||||
|
||||
- Medical document similarity analysis
|
||||
- Clinical text retrieval systems
|
||||
- Biomedical literature search
|
||||
- Medical concept matching and classification
|
||||
|
||||
## Model Comparison
|
||||
|
||||
Compared to `NeuML/bioclinical-modernbert-base-embeddings`, our model demonstrates superior understanding of medical concepts and enhanced discrimination of non-medical content.
|
||||
|
||||
### Comprehensive Evaluation Results
|
||||
|
||||
| Metric | Our Model | NeuML Model | Improvement |
|
||||
|--------|-----------|-------------|-------------|
|
||||
| **Accuracy@1** | 91.28% | 85.86% | +6.3% |
|
||||
| **Accuracy@3** | 98.46% | 95.66% | +2.9% |
|
||||
| **Accuracy@5** | 99.24% | 97.14% | +2.2% |
|
||||
| **Accuracy@10** | 99.64% | 98.29% | +1.4% |
|
||||
| **NDCG@5** | 95.96% | 92.37% | +3.9% |
|
||||
| **NDCG@10** | 96.10% | 92.75% | +3.6% |
|
||||
| **MRR@10** | 94.89% | 90.90% | +4.4% |
|
||||
| **MAP@100** | 94.91% | 90.96% | +4.3% |
|
||||
|
||||
*Evaluation performed using `InformationRetrievalEvaluator` from sentence-transformers on the `gamino/wiki_medical_terms` dataset.*
|
||||
|
||||
## Model Comparison
|
||||
|
||||
Compared to `NeuML/bioclinical-modernbert-base-embeddings`, this model demonstrates superior understanding of medical concepts and enhanced discrimination of non-medical content.
|
||||
|
||||
### Medical Text Similarity
|
||||
|
||||
**Example 1: Related Medical Concepts**
|
||||
```python
|
||||
text1 = "Hypertension increases the risk of stroke and heart attack."
|
||||
text2 = "High blood pressure damages arterial walls over time, leading to cardiovascular events."
|
||||
|
||||
# Cosine Similarity Results:
|
||||
# Our Model: 0.5941 (59.4%)
|
||||
# NeuML Model: 0.5267 (52.7%)
|
||||
# Improvement: +12.7%
|
||||
```
|
||||
|
||||
### Non-Medical Text Discrimination
|
||||
|
||||
**Example 2: Medical vs. Programming Terms**
|
||||
```python
|
||||
texts = ["diabetes type 2", "asyncio.run()"]
|
||||
|
||||
# Cosine Similarity Results:
|
||||
# Our Model: 0.0804 (8.0%) - Correctly identifies low similarity
|
||||
# NeuML Model: 0.1926 (19.3%) - Higher false similarity
|
||||
# Better Discrimination: 58% lower false positive rate
|
||||
```
|
||||
|
||||
### Key Advantages
|
||||
|
||||
- **Enhanced Medical Understanding**: 12.7% better similarity detection for related medical concepts
|
||||
- **Improved Discrimination**: 58% reduction in false similarities between medical and non-medical terms
|
||||
- **Domain Specialization**: Fine-tuned specifically on PubMed literature for optimal medical text processing
|
||||
|
||||
## Training Details
|
||||
|
||||
- **Optimizer**: AdamW (learning rate: 3e-4, weight decay: 0.1)
|
||||
- **Batch Size**: 72
|
||||
- **Training Steps**: 7,000
|
||||
- **Warmup Steps**: 700
|
||||
|
||||
## Citation
|
||||
|
||||
If you use this model, please cite the base model paper and acknowledge this fine-tuning work.
|
||||
45
config.json
Normal file
45
config.json
Normal file
@@ -0,0 +1,45 @@
|
||||
{
|
||||
"architectures": [
|
||||
"ModernBertModel"
|
||||
],
|
||||
"attention_bias": false,
|
||||
"attention_dropout": 0.0,
|
||||
"bos_token_id": 50281,
|
||||
"classifier_activation": "silu",
|
||||
"classifier_bias": false,
|
||||
"classifier_dropout": 0.0,
|
||||
"classifier_pooling": "mean",
|
||||
"cls_token_id": 50281,
|
||||
"decoder_bias": true,
|
||||
"deterministic_flash_attn": false,
|
||||
"embedding_dropout": 0.0,
|
||||
"eos_token_id": 50282,
|
||||
"global_attn_every_n_layers": 3,
|
||||
"global_rope_theta": 160000.0,
|
||||
"gradient_checkpointing": false,
|
||||
"hidden_activation": "gelu",
|
||||
"hidden_size": 768,
|
||||
"initializer_cutoff_factor": 2.0,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 1152,
|
||||
"layer_norm_eps": 1e-05,
|
||||
"local_attention": 128,
|
||||
"local_rope_theta": 10000.0,
|
||||
"max_position_embeddings": 8192,
|
||||
"mlp_bias": false,
|
||||
"mlp_dropout": 0.0,
|
||||
"model_type": "modernbert",
|
||||
"norm_bias": false,
|
||||
"norm_eps": 1e-05,
|
||||
"num_attention_heads": 12,
|
||||
"num_hidden_layers": 22,
|
||||
"pad_token_id": 50283,
|
||||
"position_embedding_type": "absolute",
|
||||
"repad_logits_with_grad": false,
|
||||
"sep_token_id": 50282,
|
||||
"sparse_pred_ignore_index": -100,
|
||||
"sparse_prediction": false,
|
||||
"torch_dtype": "float32",
|
||||
"transformers_version": "4.54.1",
|
||||
"vocab_size": 50368
|
||||
}
|
||||
14
config_sentence_transformers.json
Normal file
14
config_sentence_transformers.json
Normal file
@@ -0,0 +1,14 @@
|
||||
{
|
||||
"model_type": "SentenceTransformer",
|
||||
"__version__": {
|
||||
"sentence_transformers": "5.0.0",
|
||||
"transformers": "4.54.1",
|
||||
"pytorch": "2.7.1+cu128"
|
||||
},
|
||||
"prompts": {
|
||||
"query": "",
|
||||
"document": ""
|
||||
},
|
||||
"default_prompt_name": null,
|
||||
"similarity_fn_name": "cosine"
|
||||
}
|
||||
3
model.safetensors
Normal file
3
model.safetensors
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:ec5f5de016d1f7c529566d986aa6a3a04126bb28d23ff5e65c18ec837e8eb6a6
|
||||
size 596070136
|
||||
14
modules.json
Normal file
14
modules.json
Normal file
@@ -0,0 +1,14 @@
|
||||
[
|
||||
{
|
||||
"idx": 0,
|
||||
"name": "0",
|
||||
"path": "",
|
||||
"type": "sentence_transformers.models.Transformer"
|
||||
},
|
||||
{
|
||||
"idx": 1,
|
||||
"name": "1",
|
||||
"path": "1_Pooling",
|
||||
"type": "sentence_transformers.models.Pooling"
|
||||
}
|
||||
]
|
||||
37
special_tokens_map.json
Normal file
37
special_tokens_map.json
Normal file
@@ -0,0 +1,37 @@
|
||||
{
|
||||
"cls_token": {
|
||||
"content": "[CLS]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"mask_token": {
|
||||
"content": "[MASK]",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "[PAD]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"sep_token": {
|
||||
"content": "[SEP]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "[UNK]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
251510
tokenizer.json
Normal file
251510
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
952
tokenizer_config.json
Normal file
952
tokenizer_config.json
Normal file
@@ -0,0 +1,952 @@
|
||||
{
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "|||IP_ADDRESS|||",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"1": {
|
||||
"content": "<|padding|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"50254": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50255": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50256": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50257": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50258": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50259": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50260": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50261": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50262": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50263": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50264": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50265": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50266": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50267": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50268": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50269": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50270": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50271": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50272": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50273": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50274": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50275": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50276": {
|
||||
"content": " ",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50277": {
|
||||
"content": "|||EMAIL_ADDRESS|||",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50278": {
|
||||
"content": "|||PHONE_NUMBER|||",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50279": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"50280": {
|
||||
"content": "[UNK]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"50281": {
|
||||
"content": "[CLS]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"50282": {
|
||||
"content": "[SEP]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"50283": {
|
||||
"content": "[PAD]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"50284": {
|
||||
"content": "[MASK]",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"50285": {
|
||||
"content": "[unused0]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50286": {
|
||||
"content": "[unused1]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50287": {
|
||||
"content": "[unused2]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50288": {
|
||||
"content": "[unused3]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50289": {
|
||||
"content": "[unused4]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50290": {
|
||||
"content": "[unused5]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50291": {
|
||||
"content": "[unused6]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50292": {
|
||||
"content": "[unused7]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50293": {
|
||||
"content": "[unused8]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50294": {
|
||||
"content": "[unused9]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50295": {
|
||||
"content": "[unused10]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50296": {
|
||||
"content": "[unused11]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50297": {
|
||||
"content": "[unused12]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50298": {
|
||||
"content": "[unused13]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50299": {
|
||||
"content": "[unused14]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50300": {
|
||||
"content": "[unused15]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50301": {
|
||||
"content": "[unused16]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50302": {
|
||||
"content": "[unused17]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50303": {
|
||||
"content": "[unused18]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50304": {
|
||||
"content": "[unused19]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50305": {
|
||||
"content": "[unused20]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50306": {
|
||||
"content": "[unused21]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50307": {
|
||||
"content": "[unused22]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50308": {
|
||||
"content": "[unused23]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50309": {
|
||||
"content": "[unused24]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50310": {
|
||||
"content": "[unused25]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50311": {
|
||||
"content": "[unused26]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50312": {
|
||||
"content": "[unused27]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50313": {
|
||||
"content": "[unused28]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50314": {
|
||||
"content": "[unused29]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50315": {
|
||||
"content": "[unused30]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50316": {
|
||||
"content": "[unused31]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50317": {
|
||||
"content": "[unused32]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50318": {
|
||||
"content": "[unused33]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50319": {
|
||||
"content": "[unused34]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50320": {
|
||||
"content": "[unused35]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50321": {
|
||||
"content": "[unused36]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50322": {
|
||||
"content": "[unused37]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50323": {
|
||||
"content": "[unused38]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50324": {
|
||||
"content": "[unused39]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50325": {
|
||||
"content": "[unused40]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50326": {
|
||||
"content": "[unused41]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50327": {
|
||||
"content": "[unused42]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50328": {
|
||||
"content": "[unused43]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50329": {
|
||||
"content": "[unused44]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50330": {
|
||||
"content": "[unused45]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50331": {
|
||||
"content": "[unused46]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50332": {
|
||||
"content": "[unused47]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50333": {
|
||||
"content": "[unused48]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50334": {
|
||||
"content": "[unused49]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50335": {
|
||||
"content": "[unused50]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50336": {
|
||||
"content": "[unused51]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50337": {
|
||||
"content": "[unused52]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50338": {
|
||||
"content": "[unused53]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50339": {
|
||||
"content": "[unused54]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50340": {
|
||||
"content": "[unused55]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50341": {
|
||||
"content": "[unused56]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50342": {
|
||||
"content": "[unused57]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50343": {
|
||||
"content": "[unused58]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50344": {
|
||||
"content": "[unused59]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50345": {
|
||||
"content": "[unused60]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50346": {
|
||||
"content": "[unused61]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50347": {
|
||||
"content": "[unused62]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50348": {
|
||||
"content": "[unused63]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50349": {
|
||||
"content": "[unused64]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50350": {
|
||||
"content": "[unused65]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50351": {
|
||||
"content": "[unused66]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50352": {
|
||||
"content": "[unused67]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50353": {
|
||||
"content": "[unused68]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50354": {
|
||||
"content": "[unused69]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50355": {
|
||||
"content": "[unused70]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50356": {
|
||||
"content": "[unused71]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50357": {
|
||||
"content": "[unused72]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50358": {
|
||||
"content": "[unused73]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50359": {
|
||||
"content": "[unused74]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50360": {
|
||||
"content": "[unused75]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50361": {
|
||||
"content": "[unused76]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50362": {
|
||||
"content": "[unused77]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50363": {
|
||||
"content": "[unused78]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50364": {
|
||||
"content": "[unused79]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50365": {
|
||||
"content": "[unused80]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50366": {
|
||||
"content": "[unused81]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
},
|
||||
"50367": {
|
||||
"content": "[unused82]",
|
||||
"lstrip": false,
|
||||
"normalized": true,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": false
|
||||
}
|
||||
},
|
||||
"clean_up_tokenization_spaces": true,
|
||||
"cls_token": "[CLS]",
|
||||
"extra_special_tokens": {},
|
||||
"mask_token": "[MASK]",
|
||||
"max_length": 2048,
|
||||
"model_input_names": [
|
||||
"input_ids",
|
||||
"attention_mask"
|
||||
],
|
||||
"model_max_length": 2048,
|
||||
"pad_to_multiple_of": null,
|
||||
"pad_token": "[PAD]",
|
||||
"pad_token_type_id": 0,
|
||||
"padding_side": "right",
|
||||
"sep_token": "[SEP]",
|
||||
"stride": 0,
|
||||
"tokenizer_class": "PreTrainedTokenizerFast",
|
||||
"truncation_side": "right",
|
||||
"truncation_strategy": "longest_first",
|
||||
"unk_token": "[UNK]"
|
||||
}
|
||||
Reference in New Issue
Block a user