Upload model
Browse files- .gitattributes +1 -0
- README.md +36 -0
- added_tokens.json +4 -0
- config.json +230 -0
- pytorch_model.bin +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +3 -0
- tokenizer_config.json +20 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: apache-2.0
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library_name: span-marker
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tags:
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- span-marker
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- token-classification
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- ner
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- named-entity-recognition
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pipeline_tag: token-classification
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---
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# SpanMarker for Named Entity Recognition
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This is a [SpanMarker](https://github.com/tomaarsen/SpanMarkerNER) model that can be used for Named Entity Recognition. In particular, this SpanMarker model uses [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) as the underlying encoder.
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## Usage
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To use this model for inference, first install the `span_marker` library:
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```bash
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pip install span_marker
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```
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You can then run inference with this model like so:
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```python
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from span_marker import SpanMarkerModel
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# Download from the 🤗 Hub
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model = SpanMarkerModel.from_pretrained("span_marker_model_name")
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# Run inference
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entities = model.predict("Amelia Earhart flew her single engine Lockheed Vega 5B across the Atlantic to Paris.")
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```
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See the [SpanMarker](https://github.com/tomaarsen/SpanMarkerNER) repository for documentation and additional information on this library.
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added_tokens.json
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{
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"<end>": 250003,
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"<start>": 250002
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}
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config.json
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{
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"_name_or_path": "models\\span_marker_xlm_roberta_base_fewnerd_fine_super_2\\checkpoint-final",
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"architectures": [
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"SpanMarkerModel"
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],
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"encoder": {
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"_name_or_path": "xlm-roberta-base",
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"add_cross_attention": false,
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"architectures": [
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"XLMRobertaForMaskedLM"
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],
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"attention_probs_dropout_prob": 0.1,
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"bad_words_ids": null,
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"begin_suppress_tokens": null,
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"bos_token_id": 0,
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"chunk_size_feed_forward": 0,
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"classifier_dropout": null,
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"cross_attention_hidden_size": null,
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"decoder_start_token_id": null,
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"diversity_penalty": 0.0,
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"do_sample": false,
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"early_stopping": false,
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"encoder_no_repeat_ngram_size": 0,
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"eos_token_id": 2,
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"exponential_decay_length_penalty": null,
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"finetuning_task": null,
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"forced_bos_token_id": null,
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"forced_eos_token_id": null,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "O",
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"1": "art-broadcastprogram",
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"2": "art-film",
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"3": "art-music",
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"4": "art-other",
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"5": "art-painting",
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"6": "art-writtenart",
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"7": "building-airport",
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"8": "building-hospital",
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"9": "building-hotel",
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"10": "building-library",
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"11": "building-other",
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"12": "building-restaurant",
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"13": "building-sportsfacility",
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"14": "building-theater",
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"15": "event-attack/battle/war/militaryconflict",
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"16": "event-disaster",
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"17": "event-election",
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"18": "event-other",
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"19": "event-protest",
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"20": "event-sportsevent",
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"21": "location-GPE",
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"22": "location-bodiesofwater",
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"23": "location-island",
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"24": "location-mountain",
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"25": "location-other",
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"26": "location-park",
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"27": "location-road/railway/highway/transit",
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"28": "organization-company",
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"29": "organization-education",
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"30": "organization-government/governmentagency",
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"31": "organization-media/newspaper",
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"32": "organization-other",
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"33": "organization-politicalparty",
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"34": "organization-religion",
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"35": "organization-showorganization",
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"36": "organization-sportsleague",
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"37": "organization-sportsteam",
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"38": "other-astronomything",
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"39": "other-award",
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"40": "other-biologything",
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"41": "other-chemicalthing",
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"42": "other-currency",
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"43": "other-disease",
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"44": "other-educationaldegree",
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"45": "other-god",
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"46": "other-language",
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"47": "other-law",
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"48": "other-livingthing",
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"49": "other-medical",
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"50": "person-actor",
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"51": "person-artist/author",
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"52": "person-athlete",
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"53": "person-director",
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"54": "person-other",
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"55": "person-politician",
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"56": "person-scholar",
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"57": "person-soldier",
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"58": "product-airplane",
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"59": "product-car",
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"60": "product-food",
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"61": "product-game",
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"62": "product-other",
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"63": "product-ship",
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"64": "product-software",
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"65": "product-train",
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"66": "product-weapon"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"is_decoder": false,
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"is_encoder_decoder": false,
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"label2id": {
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"O": 0,
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"art-broadcastprogram": 1,
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"art-film": 2,
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"art-music": 3,
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"art-other": 4,
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"art-painting": 5,
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"art-writtenart": 6,
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"building-airport": 7,
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"building-hospital": 8,
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"building-hotel": 9,
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"building-library": 10,
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"building-other": 11,
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"building-restaurant": 12,
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"building-sportsfacility": 13,
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"building-theater": 14,
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"event-attack/battle/war/militaryconflict": 15,
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"event-disaster": 16,
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"event-election": 17,
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"event-other": 18,
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"event-protest": 19,
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"event-sportsevent": 20,
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"location-GPE": 21,
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"location-bodiesofwater": 22,
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"location-island": 23,
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"location-mountain": 24,
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"location-other": 25,
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"location-park": 26,
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"location-road/railway/highway/transit": 27,
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"organization-company": 28,
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"organization-education": 29,
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"organization-government/governmentagency": 30,
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"organization-media/newspaper": 31,
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"organization-other": 32,
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"organization-politicalparty": 33,
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"organization-religion": 34,
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"organization-showorganization": 35,
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"organization-sportsleague": 36,
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"organization-sportsteam": 37,
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"other-astronomything": 38,
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"other-award": 39,
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"other-biologything": 40,
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"other-chemicalthing": 41,
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"other-currency": 42,
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"other-disease": 43,
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"other-educationaldegree": 44,
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"other-god": 45,
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"other-language": 46,
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"other-law": 47,
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"other-livingthing": 48,
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"other-medical": 49,
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"person-actor": 50,
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"person-artist/author": 51,
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"person-athlete": 52,
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"person-director": 53,
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"person-other": 54,
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"person-politician": 55,
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"person-scholar": 56,
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"person-soldier": 57,
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"product-airplane": 58,
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"product-car": 59,
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"product-food": 60,
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"product-game": 61,
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"product-other": 62,
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"product-ship": 63,
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"product-software": 64,
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"product-train": 65,
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"product-weapon": 66
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},
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"layer_norm_eps": 1e-05,
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"length_penalty": 1.0,
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"max_length": 20,
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"max_position_embeddings": 514,
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"min_length": 0,
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"model_type": "xlm-roberta",
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"no_repeat_ngram_size": 0,
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"num_attention_heads": 12,
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"num_beam_groups": 1,
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"num_beams": 1,
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"num_hidden_layers": 12,
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"num_return_sequences": 1,
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"output_attentions": false,
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"output_hidden_states": false,
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"output_past": true,
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"output_scores": false,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"prefix": null,
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"problem_type": null,
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"pruned_heads": {},
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"remove_invalid_values": false,
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"repetition_penalty": 1.0,
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"return_dict": true,
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"return_dict_in_generate": false,
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"sep_token_id": null,
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"suppress_tokens": null,
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"task_specific_params": null,
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"temperature": 1.0,
|
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"tf_legacy_loss": false,
|
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"tie_encoder_decoder": false,
|
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"tie_word_embeddings": true,
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"tokenizer_class": null,
|
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"top_k": 50,
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"top_p": 1.0,
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"torch_dtype": null,
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"torchscript": false,
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"transformers_version": "4.28.1",
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"type_vocab_size": 1,
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"typical_p": 1.0,
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"use_bfloat16": false,
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"use_cache": true,
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"vocab_size": 250004
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},
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"entity_max_length": 8,
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"marker_max_length": 128,
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"max_next_context": null,
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"max_prev_context": null,
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"model_max_length": 256,
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"model_max_length_default": 512,
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"model_type": "span-marker",
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"span_marker_version": "1.1.2.dev",
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226 |
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"torch_dtype": "float32",
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227 |
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"trained_with_document_context": false,
|
228 |
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"transformers_version": "4.28.1",
|
229 |
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"vocab_size": 250004
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}
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pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:60fe4f5f65948af6c809d5da6a3337475d071a4ea4320f7cd3843b1bf0989d1a
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size 1112663221
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
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size 5069051
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special_tokens_map.json
ADDED
@@ -0,0 +1,15 @@
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
|
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"eos_token": "</s>",
|
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
|
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"normalized": false,
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"rstrip": false,
|
10 |
+
"single_word": false
|
11 |
+
},
|
12 |
+
"pad_token": "<pad>",
|
13 |
+
"sep_token": "</s>",
|
14 |
+
"unk_token": "<unk>"
|
15 |
+
}
|
tokenizer.json
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7becf84dcb8c923f94254aff98d6e2f21190c901a95f5f4ec1059aa70a1215d0
|
3 |
+
size 17083026
|
tokenizer_config.json
ADDED
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"add_prefix_space": true,
|
3 |
+
"bos_token": "<s>",
|
4 |
+
"clean_up_tokenization_spaces": true,
|
5 |
+
"cls_token": "<s>",
|
6 |
+
"eos_token": "</s>",
|
7 |
+
"mask_token": {
|
8 |
+
"__type": "AddedToken",
|
9 |
+
"content": "<mask>",
|
10 |
+
"lstrip": true,
|
11 |
+
"normalized": true,
|
12 |
+
"rstrip": false,
|
13 |
+
"single_word": false
|
14 |
+
},
|
15 |
+
"model_max_length": 512,
|
16 |
+
"pad_token": "<pad>",
|
17 |
+
"sep_token": "</s>",
|
18 |
+
"tokenizer_class": "XLMRobertaTokenizer",
|
19 |
+
"unk_token": "<unk>"
|
20 |
+
}
|