Views
No views yet
!pip install gliner -UGLiNER.from_pretrained and predict entities with predict_entities.1from gliner import GLiNER
2
3model = GLiNER.from_pretrained("gliner-community/gliner_xxl-v2.5", load_tokenizer=True)
4
5text = """
6Cristiano Ronaldo dos Santos Aveiro (Portuguese pronunciation: [kɾiʃˈtjɐnu ʁɔˈnaldu]; born 5 February 1985) is a Portuguese professional footballer who plays as a forward for and captains both Saudi Pro League club Al Nassr and the Portugal national team. Widely regarded as one of the greatest players of all time, Ronaldo has won five Ballon d'Or awards,[note 3] a record three UEFA Men's Player of the Year Awards, and four European Golden Shoes, the most by a European player. He has won 33 trophies in his career, including seven league titles, five UEFA Champions Leagues, the UEFA European Championship and the UEFA Nations League. Ronaldo holds the records for most appearances (183), goals (140) and assists (42) in the Champions League, goals in the European Championship (14), international goals (128) and international appearances (205). He is one of the few players to have made over 1,200 professional career appearances, the most by an outfield player, and has scored over 850 official senior career goals for club and country, making him the top goalscorer of all time.
7"""
8
9labels = ["person", "award", "date", "competitions", "teams"]
10
11entities = model.predict_entities(text, labels)
12
13for entity in entities:
14 print(entity["text"], "=>", entity["label"])Cristiano Ronaldo dos Santos Aveiro => person
5 February 1985 => date
Al Nassr => teams
Portugal national team => teams
Ballon d'Or => award
UEFA Men's Player of the Year Awards => award
European Golden Shoes => award
UEFA Champions Leagues => competitions
UEFA European Championship => competitions
UEFA Nations League => competitions
Champions League => competitions
European Championship => competitions
| Model | Dataset | Precision | Recall | F1 Score |
|---|---|---|---|---|
| gliner-community/gliner_small-v2.5 | ACE 2004 | 35.18% | 22.81% | 27.67% |
| ACE 2005 | 35.89% | 22.39% | 27.58% | |
| AnatEM | 49.12% | 31.31% | 38.24% | |
| Broad Tweet Corpus | 59.51% | 77.85% | 67.46% | |
| CoNLL 2003 | 63.16% | 70.43% | 66.60% | |
| FabNER | 23.78% | 22.55% | 23.15% | |
| FindVehicle | 37.46% | 40.06% | 38.72% | |
| GENIA_NER | 45.90% | 54.11% | 49.67% | |
| HarveyNER | 13.20% | 32.58% | 18.78% | |
| MultiNERD | 45.87% | 87.01% | 60.07% | |
| Ontonotes | 23.05% | 41.16% | 29.55% | |
| PolyglotNER | 31.88% | 67.22% | 43.25% | |
| TweetNER7 | 40.98% | 39.91% | 40.44% | |
| WikiANN en | 55.35% | 60.06% | 57.61% | |
| WikiNeural | 64.52% | 86.24% | 73.81% | |
| bc2gm | 51.70% | 49.99% | 50.83% | |
| bc4chemd | 30.78% | 57.56% | 40.11% | |
| bc5cdr | 63.48% | 69.65% | 66.42% | |
| ncbi | 63.36% | 66.67% | 64.97% | |
| Average | 46.58% | |||
| ------------------------------------ | --------------------- | ----------- | -------- | ---------- |
| urchade/gliner_small-v2.1 | ACE 2004 | 38.89% | 23.53% | 29.32% |
| ACE 2005 | 42.09% | 26.82% | 32.76% | |
| AnatEM | 63.71% | 19.45% | 29.80% | |
| Broad Tweet Corpus | 57.01% | 70.49% | 63.04% | |
| CoNLL 2003 | 57.11% | 62.66% | 59.76% | |
| FabNER | 32.41% | 12.33% | 17.87% | |
| FindVehicle | 43.47% | 33.02% | 37.53% | |
| GENIA_NER | 61.03% | 37.25% | 46.26% | |
| HarveyNER | 23.12% | 15.16% | 18.32% | |
| MultiNERD | 43.63% | 83.60% | 57.34% | |
| Ontonotes | 23.25% | 35.41% | 28.07% | |
| PolyglotNER | 29.47% | 64.41% | 40.44% | |
| TweetNER7 | 44.78% | 30.83% | 36.52% | |
| WikiANN en | 52.58% | 58.31% | 55.30% | |
| WikiNeural | 53.38% | 82.19% | 64.72% | |
| bc2gm | 66.64% | 30.56% | 41.90% | |
| bc4chemd | 42.01% | 56.03% | 48.02% | |
| bc5cdr | 72.03% | 58.58% | 64.61% | |
| ncbi | 68.88% | 46.71% | 55.67% | |
| Average | 43.54% | |||
| ------------------------------------ | --------------------- | ----------- | -------- | ---------- |
| EmergentMethods/gliner_small-v2.1 | ACE 2004 | 39.92% | 17.50% | 24.34% |
| ACE 2005 | 38.53% | 16.58% | 23.18% | |
| AnatEM | 55.95% | 25.69% | 35.22% | |
| Broad Tweet Corpus | 66.63% | 72.00% | 69.21% | |
| CoNLL 2003 | 62.89% | 58.96% | 60.86% | |
| FabNER | 32.76% | 13.33% | 18.95% | |
| FindVehicle | 42.93% | 43.20% | 43.06% | |
| GENIA_NER | 51.28% | 43.75% | 47.22% | |
| HarveyNER | 24.82% | 21.52% | 23.05% | |
| MultiNERD | 59.27% | 80.69% | 68.34% | |
| Ontonotes | 32.97% | 37.59% | 35.13% | |
| PolyglotNER | 33.60% | 63.30% | 43.90% | |
| TweetNER7 | 46.90% | 28.66% | 35.58% | |
| WikiANN en | 51.91% | 55.43% | 53.61% | |
| WikiNeural | 70.65% | 82.21% | 75.99% | |
| bc2gm | 49.95% | 43.13% | 46.29% | |
| bc4chemd | 35.88% | 71.64% | 47.81% | |
| bc5cdr | 68.41% | 68.90% | 68.65% | |
| ncbi | 55.31% | 59.87% | 57.50% | |
| Average | 46.20% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| gliner-community/gliner_medium-v2.5 | ACE 2004 | 33.06% | 20.96% | 25.66% |
| ACE 2005 | 33.65% | 19.65% | 24.81% | |
| AnatEM | 52.03% | 35.28% | 42.05% | |
| Broad Tweet Corpus | 60.57% | 79.09% | 68.60% | |
| CoNLL 2003 | 63.80% | 68.31% | 65.98% | |
| FabNER | 26.20% | 22.26% | 24.07% | |
| FindVehicle | 41.95% | 40.68% | 41.30% | |
| GENIA_NER | 51.83% | 62.34% | 56.60% | |
| HarveyNER | 14.04% | 32.17% | 19.55% | |
| MultiNERD | 47.63% | 88.78% | 62.00% | |
| Ontonotes | 21.68% | 38.41% | 27.71% | |
| PolyglotNER | 32.73% | 68.27% | 44.24% | |
| TweetNER7 | 40.39% | 37.64% | 38.97% | |
| WikiANN en | 56.41% | 59.90% | 58.10% | |
| WikiNeural | 65.61% | 86.28% | 74.54% | |
| bc2gm | 55.20% | 56.71% | 55.95% | |
| bc4chemd | 35.94% | 63.67% | 45.94% | |
| bc5cdr | 63.50% | 70.09% | 66.63% | |
| ncbi | 62.96% | 68.55% | 65.63% | |
| Average | 47.81% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| urchade/gliner_medium-v2.1 | ACE 2004 | 36.33% | 22.74% | 27.97% |
| ACE 2005 | 40.49% | 25.46% | 31.27% | |
| AnatEM | 59.75% | 16.87% | 26.31% | |
| Broad Tweet Corpus | 60.89% | 67.25% | 63.91% | |
| CoNLL 2003 | 60.62% | 62.39% | 61.50% | |
| FabNER | 27.72% | 12.24% | 16.98% | |
| FindVehicle | 41.55% | 31.31% | 35.71% | |
| GENIA_NER | 60.86% | 43.93% | 51.03% | |
| HarveyNER | 23.20% | 23.16% | 23.18% | |
| MultiNERD | 41.25% | 83.74% | 55.27% | |
| Ontonotes | 20.58% | 34.11% | 25.67% | |
| PolyglotNER | 31.32% | 64.22% | 42.11% | |
| TweetNER7 | 44.52% | 33.42% | 38.18% | |
| WikiANN en | 54.57% | 56.47% | 55.51% | |
| WikiNeural | 57.60% | 81.57% | 67.52% | |
| bc2gm | 67.98% | 33.45% | 44.84% | |
| bc4chemd | 45.66% | 52.00% | 48.62% | |
| bc5cdr | 72.20% | 58.12% | 64.40% | |
| ncbi | 73.12% | 49.74% | 59.20% | |
| Average | 44.17% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| EmergentMethods/gliner_news_medium-v2.1 | ACE 2004 | 39.21% | 17.24% | 23.95% |
| ACE 2005 | 39.82% | 16.48% | 23.31% | |
| AnatEM | 57.67% | 23.57% | 33.46% | |
| Broad Tweet Corpus | 69.52% | 65.94% | 67.69% | |
| CoNLL 2003 | 68.26% | 58.45% | 62.97% | |
| FabNER | 30.74% | 15.51% | 20.62% | |
| FindVehicle | 40.33% | 37.37% | 38.79% | |
| GENIA_NER | 53.70% | 47.73% | 50.54% | |
| HarveyNER | 26.29% | 27.05% | 26.67% | |
| MultiNERD | 56.78% | 81.96% | 67.08% | |
| Ontonotes | 30.90% | 35.86% | 33.19% | |
| PolyglotNER | 35.98% | 60.96% | 45.25% | |
| TweetNER7 | 52.37% | 30.50% | 38.55% | |
| WikiANN en | 53.81% | 52.29% | 53.04% | |
| WikiNeural | 76.84% | 78.92% | 77.86% | |
| bc2gm | 62.97% | 44.24% | 51.96% | |
| bc4chemd | 44.90% | 65.56% | 53.30% | |
| bc5cdr | 73.93% | 67.03% | 70.31% | |
| ncbi | 69.53% | 60.82% | 64.88% | |
| Average | 47.55% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| gliner-community/gliner_large-v2.5 | ACE 2004 | 31.64% | 22.81% | 26.51% |
| ACE 2005 | 32.10% | 22.56% | 26.49% | |
| AnatEM | 53.64% | 27.82% | 36.64% | |
| Broad Tweet Corpus | 61.93% | 76.85% | 68.59% | |
| CoNLL 2003 | 62.83% | 67.71% | 65.18% | |
| FabNER | 24.54% | 27.03% | 25.73% | |
| FindVehicle | 40.71% | 56.24% | 47.23% | |
| GENIA_NER | 43.56% | 52.56% | 47.64% | |
| HarveyNER | 14.85% | 27.05% | 19.17% | |
| MultiNERD | 38.04% | 89.17% | 53.33% | |
| Ontonotes | 17.28% | 40.16% | 24.16% | |
| PolyglotNER | 32.88% | 63.31% | 43.28% | |
| TweetNER7 | 38.03% | 41.43% | 39.66% | |
| WikiANN en | 57.80% | 60.54% | 59.14% | |
| WikiNeural | 67.72% | 83.94% | 74.96% | |
| bc2gm | 54.74% | 48.54% | 51.45% | |
| bc4chemd | 40.20% | 58.66% | 47.71% | |
| bc5cdr | 66.27% | 71.95% | 69.00% | |
| ncbi | 68.09% | 61.55% | 64.65% | |
| Average | 46.87% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| urchade/gliner_large-v2.1 | ACE 2004 | 37.52% | 25.38% | 30.28% |
| ACE 2005 | 39.02% | 29.00% | 33.27% | |
| AnatEM | 52.86% | 13.64% | 21.68% | |
| Broad Tweet Corpus | 51.44% | 71.73% | 59.91% | |
| CoNLL 2003 | 54.86% | 64.98% | 59.49% | |
| FabNER | 23.98% | 16.00% | 19.19% | |
| FindVehicle | 47.04% | 57.53% | 51.76% | |
| GENIA_NER | 58.10% | 49.98% | 53.74% | |
| HarveyNER | 16.29% | 21.93% | 18.69% | |
| MultiNERD | 34.09% | 85.43% | 48.74% | |
| Ontonotes | 14.02% | 32.01% | 19.50% | |
| PolyglotNER | 28.53% | 64.92% | 39.64% | |
| TweetNER7 | 38.00% | 34.34% | 36.08% | |
| WikiANN en | 51.69% | 59.92% | 55.50% | |
| WikiNeural | 50.94% | 82.08% | 62.87% | |
| bc2gm | 64.48% | 32.47% | 43.19% | |
| bc4chemd | 48.66% | 57.52% | 52.72% | |
| bc5cdr | 72.19% | 64.27% | 68.00% | |
| ncbi | 69.54% | 52.25% | 59.67% | |
| Average | 43.89% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| EmergenMethods/gliner_news_large-v2.1 | ACE 2004 | 43.19% | 18.39% | 25.80% |
| ACE 2005 | 45.24% | 21.20% | 28.87% | |
| AnatEM | 61.51% | 21.66% | 32.04% | |
| Broad Tweet Corpus | 69.38% | 68.99% | 69.18% | |
| CoNLL 2003 | 61.47% | 52.18% | 56.45% | |
| FabNER | 27.42% | 19.11% | 22.52% | |
| FindVehicle | 46.30% | 62.48% | 53.19% | |
| GENIA_NER | 54.13% | 54.02% | 54.07% | |
| HarveyNER | 15.91% | 15.78% | 15.84% | |
| MultiNERD | 53.73% | 79.07% | 63.98% | |
| Ontonotes | 26.78% | 39.77% | 32.01% | |
| PolyglotNER | 34.28% | 55.87% | 42.49% | |
| TweetNER7 | 48.06% | 28.18% | 35.53% | |
| WikiANN en | 53.66% | 51.34% | 52.47% | |
| WikiNeural | 69.81% | 70.75% | 70.28% | |
| bc2gm | 59.83% | 37.62% | 46.20% | |
| bc4chemd | 46.24% | 69.15% | 55.42% | |
| bc5cdr | 71.94% | 70.37% | 71.15% | |
| ncbi | 70.17% | 61.44% | 65.52% | |
| Average | 47.00% | |||
| ----------------- | --------------------- | ----------- | -------- | ---------- |
| numind/NuNER_Zero-span | ACE 2004 | 37.15% | 20.01% | 26.01% |
| ACE 2005 | 34.93% | 17.87% | 23.64% | |
| AnatEM | 62.78% | 20.19% | 30.55% | |
| Broad Tweet Corpus | 51.75% | 71.76% | 60.13% | |
| CoNLL 2003 | 58.11% | 70.34% | 63.64% | |
| FabNER | 35.56% | 18.17% | 24.05% | |
| FindVehicle | 51.19% | 38.75% | 44.11% | |
| GENIA_NER | 59.98% | 48.49% | 53.63% | |
| HarveyNER | 26.57% | 23.36% | 24.86% | |
| MultiNERD | 50.47% | 87.06% | 63.90% | |
| Ontonotes | 26.65% | 38.68% | 31.56% | |
| PolyglotNER | 31.19% | 68.13% | 42.79% | |
| TweetNER7 | 47.40% | 34.45% | 39.90% | |
| WikiANN en | 55.81% | 60.65% | 58.13% | |
| WikiNeural | 61.93% | 86.89% | 72.31% | |
| bc2gm | 63.75% | 44.22% | 52.22% | |
| bc4chemd | 43.21% | 63.35% | 51.37% | |
| bc5cdr | 66.99% | 72.00% | 69.40% | |
| ncbi | 70.20% | 53.92% | 60.99% | |
| Average | 47.00% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| gliner-community/gliner-community-v2.5 | ACE 2004 | 29.80% | ||
| ACE 2005 | 31.90% | |||
| AnatEM | 26.40% | |||
| Broad Tweet Corpus | 71.60% | |||
| CoNLL 2003 | 66.70% | |||
| FabNER | 27.40% | |||
| FindVehicle | 49.90% | |||
| GENIA_NER | 57.20% | |||
| HarveyNER | 29.40% | |||
| MultiNERD | 61.40% | |||
| Ontonotes | 28.10% | |||
| PolyglotNER | 43.50% | |||
| TweetNER7 | 42.00% | |||
| WikiANN en | 56.40% | |||
| WikiNeural | 75.70% | |||
| bc2gm | 47.80% | |||
| bc4chemd | 50.00% | |||
| bc5cdr | 71.10% | |||
| ncbi | 65.00% | |||
| Average | 49.00% | |||
| ----------------------------------------- | --------------------- | ----------- | -------- | ---------- |
| Release | Model Name | # of Parameters | Language | License |
|---|---|---|---|---|
| v0 | urchade/gliner_base urchade/gliner_multi | 209M 209M | English Multilingual | cc-by-nc-4.0 |
| v1 | urchade/gliner_small-v1 urchade/gliner_medium-v1 urchade/gliner_large-v1 | 166M 209M 459M | English English English | cc-by-nc-4.0 |
| v2 | urchade/gliner_small-v2 urchade/gliner_medium-v2 urchade/gliner_large-v2 | 166M 209M 459M | English English English | apache-2.0 |
| v2.1 | urchade/gliner_small-v2.1 urchade/gliner_medium-v2.1 urchade/gliner_large-v2.1 urchade/gliner_multi-v2.1 | 166M 209M 459M 209M | English English English Multilingual | apache-2.0 |
1@misc{zaratiana2023gliner,
2 title={GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer},
3 author={Urchade Zaratiana and Nadi Tomeh and Pierre Holat and Thierry Charnois},
4 year={2023},
5 eprint={2311.08526},
6 archivePrefix={arXiv},
7 primaryClass={cs.CL}
8}