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Here you can find a description on each of our models. Each row contains the model nickname, training description, model path (LINK), source dataset (with LINK), base model and entity types.
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|model name | model description | model path | datasets | link to dataset | base model | entity types |
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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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#3-bi-bi-problem)) | [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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) | [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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) | [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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) | [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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) | [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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) (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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) (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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection)] [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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection)] [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](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection)] [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 | [FusioNER/tec_ner](https://huggingface.co/FusioNER/tec_ner) | TEC_NER | [FusioNER/tec_ner](https://huggingface.co/datasets/FusioNER/tec_ner) | base model | TEC |
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# Results
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We test our models on the **IAHALT test set**. We also check another models, such as [DictaBert](https://huggingface.co/dicta-il/dictabert) and [HeBert](https://huggingface.co/avichr/heBERT). This is the performence results:
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Here you can find a description on each of our models. Each row contains the model nickname, training description, model path (LINK), source dataset (with LINK), base model and entity types.
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|model name | model description | model path | datasets | link to dataset | base model | entity types | trainer |
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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) | [Etzion](https://huggingface.co/etzion) |
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| **Vitaly** | Vitaly training on IAHALT (with [BI-BI problem](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#3-bi-bi-problem)) | [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) | [Vitaly]() |
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| **Name-Sentences** | Training on IAHALT + [Name-Sentences](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) | [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) | [Etzion](https://huggingface.co/etzion) |
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| **Entity-Injection** | Training on IAHALT + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) | [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) | [Etzion](https://huggingface.co/etzion) |
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| **Smart_Injection** | Training on IAHALT + [Name-Sentences](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) | [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) | [Etzion](https://huggingface.co/etzion) |
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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) | [Etzion](https://huggingface.co/etzion) |
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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) | [Etzion](https://huggingface.co/etzion) |
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| **IAHALT_and_NEMO_PP** | Training on IAHALT + NEMO + [Name-Sentences](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) | [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) | [Etzion](https://huggingface.co/etzion) |
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| **Animals** | Training on IAHALT + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) (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) | [Etzion](https://huggingface.co/etzion) |
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| **PRS-Injection** | Training on IAHALT + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection) (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) | [Etzion](https://huggingface.co/etzion) |
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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) | [Etzion](https://huggingface.co/etzion) |
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| **DICTA_Small_Smart** | Training the [DICTA](https://huggingface.co/dicta-il/dictabert) model on IAHALT + [Name-Sentences](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection)] [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) | [Etzion](https://huggingface.co/etzion) |
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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) | [Etzion](https://huggingface.co/etzion) |
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| **DICTA_smart_NER** | Training the [DICTA-ner](https://huggingface.co/dicta-il/dictabert-ner) model on IAHALT + [Name-Sentences](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection)] [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) | [Etzion](https://huggingface.co/etzion) |
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| **DICTA_Large_Smart** | Training the [DICTA Large](https://huggingface.co/dicta-il/dictabert-large) model on IAHALT + [Name-Sentences](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#1-name-sentences) + [Entity-Injection](https://huggingface.co/spaces/FusioNER/README/blob/main/README.md#2-entity-injection)] [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) | [Etzion](https://huggingface.co/etzion) |
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| **TEC_NER** | Basic technology NER model | [FusioNER/tec_ner](https://huggingface.co/FusioNER/tec_ner) | TEC_NER | [FusioNER/tec_ner](https://huggingface.co/datasets/FusioNER/tec_ner) | base model | TEC | [Yehoshua](https://huggingface.co/yehoshuadiller) |
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# Results
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We test our models on the **IAHALT test set**. We also check another models, such as [DictaBert](https://huggingface.co/dicta-il/dictabert) and [HeBert](https://huggingface.co/avichr/heBERT). This is the performence results:
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