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@@ -7,6 +7,7 @@ Here you can find NER models for Fusion project!
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  1. [**NER-Models**](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#ner-models)
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  2. [**Results**](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#results)
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  3. [**Hebrew NLP models**](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#hebrew-nlp-models)
 
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  # NER Models:
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@@ -14,21 +15,21 @@ Here you can find a description on each of our models. Each row contains the mod
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  |model name | model description | model path | datasets | link to dataset | base model | entity types |
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  |:----------|:------------------|:-----------|:--------:|:----------------|:----------:| :----------- |
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- | **Basic** | Basic training on IAHALT | [FusioNER/Basic_IAHALT](https://huggingface.co/FusioNER/Basic_IAHALT) | IAHALT | [FusioNER/Basic](https://huggingface.co/datasets/FusioNER/Basic) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **Vitaly** | Vitaly training on IAHALT (with BI-BI problem[3]) | [FusioNER/Vitaly_NER](https://huggingface.co/FusioNER/Vitaly_NER) | IAHALT | [FusioNER/Vitaly](https://huggingface.co/datasets/FusioNER/Vitaly) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **Name-Sentences** | Training on IAHALT + Name-Sentences[1] | [FusioNER/Name-Sentences](https://huggingface.co/FusioNER/Name-Sentences) | IAHALT | [FusioNER/Name_Sentences](https://huggingface.co/datasets/FusioNER/Name_Sentences) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **Entity-Injection** | Training on IAHALT + Entity-Injection[2] | [FusioNER/Entity-Injection](https://huggingface.co/FusioNER/Entity-Injection) | IAHALT | [FusioNER/Entity_Injection](https://huggingface.co/datasets/FusioNER/Entity_Injection) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **Smart_Injection** | Training on IAHALT + Name-Sentences[1] + Entity-Injection[2] | [FusioNER/Smart_Injection](https://huggingface.co/FusioNER/Smart_Injection) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **NEMO** | Basic training on NEMO dataset| [FusioNER/Nemo](https://huggingface.co/FusioNER/Nemo) | NEMO | [FusioNER/NEMO](https://huggingface.co/datasets/FusioNER/NEMO) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **IAHALT_and_NEMO** | Basic training on IAHALT + NEMO | [FusioNER/IAHALT_and_NEMO](https://huggingface.co/FusioNER/IAHALT_and_NEMO) | IAHALT + NEMO | [FusioNER/IAHALT_and_NEMO](https://huggingface.co/datasets/FusioNER/IAHALT_and_NEMO) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **IAHALT_and_NEMO_PP** | Training on IAHALT + NEMO + Name-Sentences[1] + Entity-Injection[2] | [FusioNER/IAHALT_and_NEMO_and_PP](https://huggingface.co/FusioNER/IAHALT_and_NEMO_and_PP) | IAHALT + NEMO | [FusioNER/IAHALT_and_NEMO_PP](https://huggingface.co/datasets/FusioNER/IAHALT_and_NEMO_PP) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **Animals** | Training on IAHALT + Entity-Injection[2] (of animals names as PER entities) | [FusioNER/Animals](https://huggingface.co/FusioNER/Animals) | IAHALT | [FusioNER/Animals](https://huggingface.co/datasets/FusioNER/Animals) | [HeRo](https://huggingface.co/HeNLP/HeRo) | classic[4] |
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- | **PRS-Injection** | Training on IAHALT + Entity-Injection[2] (of PRS names as PER entities) | [FusioNER/PRS-Injection](https://huggingface.co/FusioNER/PRS-Injection) | IAHALT | [FusioNER/PRS_locations](https://huggingface.co/datasets/FusioNER/PRS_locations) | [HeRo](https://huggingface.co/HeNLP/HeRo) |classic[4]
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- | **DICTA_Basic** | Training the [DICTA](https://huggingface.co/dicta-il/dictabert) model on the [basic](https://huggingface.co/datasets/FusioNER/Basic) IAHALT dataset | [FusioNER/Dicta_Small_Basic](https://huggingface.co/FusioNER/Dicta_Small_Basic) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA](https://huggingface.co/dicta-il/dictabert) | classic[4]
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- | **DICTA_Small_Smart** | Training the [DICTA](https://huggingface.co/dicta-il/dictabert) model on IAHALT + Name-Sentences[1] + Entity-Injection[2]] [dataset](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [FusioNER/Dicta_Small_Smart](https://huggingface.co/FusioNER/Dicta_Small_Smart) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA](https://huggingface.co/dicta-il/dictabert) | classic[4]
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- | **DICTA_basic_NER** | Training the [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) model on the [basic](https://huggingface.co/datasets/FusioNER/Basic) IAHALT dataset| [FusioNER/DICTA_basic](https://huggingface.co/FusioNER/DICTA_basic) | IAHALT | [FusioNER/Basic](https://huggingface.co/datasets/FusioNER/Basic) | [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) | classic[4]
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- | **DICTA_smart_NER** | Training the [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) model on IAHALT + Name-Sentences[1] + Entity-Injection[2]] [dataset](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [FusioNER/DICTA_Smart](https://huggingface.co/FusioNER/DICTA_Smart) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) | classic[4]
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- | **DICTA_Large_Smart** | Training the [DICTA Large](https://huggingface.co/dicta-il/dictabert-large) model on IAHALT + Name-Sentences[1] + Entity-Injection[2]] [dataset](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [FusioNER/Dicta_Large_Smart](https://huggingface.co/FusioNER/Dicta_Large_Smart) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA Large](https://huggingface.co/dicta-il/dictabert-large) | classic[4]
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  | **TEC_NER** | Basic technology NER model | model path | TEC_NER | https://huggingface.co/datasets/FusioNER/tec_ner/tree/main | base model | technology
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  # Results
 
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  1. [**NER-Models**](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#ner-models)
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  2. [**Results**](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#results)
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  3. [**Hebrew NLP models**](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#hebrew-nlp-models)
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+ 4. [**Footnotes**](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#footnotes)
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  # NER Models:
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  |model name | model description | model path | datasets | link to dataset | base model | entity types |
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  |:----------|:------------------|:-----------|:--------:|:----------------|:----------:| :----------- |
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+ | **Basic** | Basic training on IAHALT | [FusioNER/Basic_IAHALT](https://huggingface.co/FusioNER/Basic_IAHALT) | IAHALT | [FusioNER/Basic](https://huggingface.co/datasets/FusioNER/Basic) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **Vitaly** | Vitaly training on IAHALT (with BI-BI problem[3]) | [FusioNER/Vitaly_NER](https://huggingface.co/FusioNER/Vitaly_NER) | IAHALT | [FusioNER/Vitaly](https://huggingface.co/datasets/FusioNER/Vitaly) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **Name-Sentences** | Training on IAHALT + Name-Sentences[1] | [FusioNER/Name-Sentences](https://huggingface.co/FusioNER/Name-Sentences) | IAHALT | [FusioNER/Name_Sentences](https://huggingface.co/datasets/FusioNER/Name_Sentences) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **Entity-Injection** | Training on IAHALT + Entity-Injection[2] | [FusioNER/Entity-Injection](https://huggingface.co/FusioNER/Entity-Injection) | IAHALT | [FusioNER/Entity_Injection](https://huggingface.co/datasets/FusioNER/Entity_Injection) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **Smart_Injection** | Training on IAHALT + Name-Sentences[1] + Entity-Injection[2] | [FusioNER/Smart_Injection](https://huggingface.co/FusioNER/Smart_Injection) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **NEMO** | Basic training on NEMO dataset| [FusioNER/Nemo](https://huggingface.co/FusioNER/Nemo) | NEMO | [FusioNER/NEMO](https://huggingface.co/datasets/FusioNER/NEMO) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **IAHALT_and_NEMO** | Basic training on IAHALT + NEMO | [FusioNER/IAHALT_and_NEMO](https://huggingface.co/FusioNER/IAHALT_and_NEMO) | IAHALT + NEMO | [FusioNER/IAHALT_and_NEMO](https://huggingface.co/datasets/FusioNER/IAHALT_and_NEMO) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **IAHALT_and_NEMO_PP** | Training on IAHALT + NEMO + Name-Sentences[1] + Entity-Injection[2] | [FusioNER/IAHALT_and_NEMO_and_PP](https://huggingface.co/FusioNER/IAHALT_and_NEMO_and_PP) | IAHALT + NEMO | [FusioNER/IAHALT_and_NEMO_PP](https://huggingface.co/datasets/FusioNER/IAHALT_and_NEMO_PP) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **Animals** | Training on IAHALT + Entity-Injection[2] (of animals names as PER entities) | [FusioNER/Animals](https://huggingface.co/FusioNER/Animals) | IAHALT | [FusioNER/Animals](https://huggingface.co/datasets/FusioNER/Animals) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **PRS-Injection** | Training on IAHALT + Entity-Injection[2] (of PRS names as PER entities) | [FusioNER/PRS-Injection](https://huggingface.co/FusioNER/PRS-Injection) | IAHALT | [FusioNER/PRS_locations](https://huggingface.co/datasets/FusioNER/PRS_locations) | [HeRo](https://huggingface.co/HeNLP/HeRo) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **DICTA_Basic** | Training the [DICTA](https://huggingface.co/dicta-il/dictabert) model on the [basic](https://huggingface.co/datasets/FusioNER/Basic) IAHALT dataset | [FusioNER/Dicta_Small_Basic](https://huggingface.co/FusioNER/Dicta_Small_Basic) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA](https://huggingface.co/dicta-il/dictabert) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **DICTA_Small_Smart** | Training the [DICTA](https://huggingface.co/dicta-il/dictabert) model on IAHALT + Name-Sentences[1] + Entity-Injection[2]] [dataset](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [FusioNER/Dicta_Small_Smart](https://huggingface.co/FusioNER/Dicta_Small_Smart) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA](https://huggingface.co/dicta-il/dictabert) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **DICTA_basic_NER** | Training the [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) model on the [basic](https://huggingface.co/datasets/FusioNER/Basic) IAHALT dataset| [FusioNER/DICTA_basic](https://huggingface.co/FusioNER/DICTA_basic) | IAHALT | [FusioNER/Basic](https://huggingface.co/datasets/FusioNER/Basic) | [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **DICTA_smart_NER** | Training the [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) model on IAHALT + Name-Sentences[1] + Entity-Injection[2]] [dataset](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [FusioNER/DICTA_Smart](https://huggingface.co/FusioNER/DICTA_Smart) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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+ | **DICTA_Large_Smart** | Training the [DICTA Large](https://huggingface.co/dicta-il/dictabert-large) model on IAHALT + Name-Sentences[1] + Entity-Injection[2]] [dataset](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [FusioNER/Dicta_Large_Smart](https://huggingface.co/FusioNER/Dicta_Large_Smart) | IAHALT | [FusioNER/Smart_Injection](https://huggingface.co/datasets/FusioNER/Smart_Injection) | [DICTA Large](https://huggingface.co/dicta-il/dictabert-large) | [classic[4]](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#4-classic) |
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  | **TEC_NER** | Basic technology NER model | model path | TEC_NER | https://huggingface.co/datasets/FusioNER/tec_ner/tree/main | base model | technology
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  # Results