Releases: bjascob/amrlib-models
model_parse_xfm_bart_large-v0_1_0
Sentence to Graph parse model based on the pre-trained HuggingFace transformer: 'facebook/bart-large'
SMATCH score = 83.7
model_parse_xfm_bart_large-v0_1_0.tar.gz md5sum: 5633e5e6f8a4f4398ce64abab71c473a
MetaData (amrlib_meta.json)
{
"model_type":"stog",
"version":"0.1.0",
"date":"2022-02-16",
"inference_module":".parse_xfm.inference",
"inference_class":"Inference",
"model_fn":"pytorch_model.bin",
"base_model":"facebook/bart-large",
"kwargs":{}
}
model_parse_xfm_bart_base-v0_1_0
Sentence to Graph parse model based on the pre-trained HuggingFace transformer model: 'facebook/bart-base'
SMATCH score = 82.3
model_parse_xfm_bart_base-v0_1_0.tar.gz md5sum: f8eb889468f4d0c3c0677fc910fb2240
MetaData (amrlib_meta.json)
{
"model_type":"stog",
"version":"0.1.0",
"date":"2022-02-16",
"inference_module":".parse_xfm.inference",
"inference_class":"Inference",
"model_fn":"pytorch_model.bin",
"base_model":"facebook/bart-base",
"kwargs":{}
}
model_parse_t5-v0_2_0
Sentence to Graph parse model based on the pre-trained HuggingFace T5 transformer.
SMATCH score = 82.
model_parse_t5-v0_2_0.tar.gz md5sum: b5bbd010c79b87072d1ad4923910c0d7
MetaData (amrlib_meta.json)
{
"model_type":"stog",
"version":"0.2.0",
"date":"2021-11-27",
"inference_module":".parse_t5.inference",
"inference_class":"Inference",
"model_fn":"pytorch_model.bin",
"kwargs":{}
}
model_parse_spring-v0_1_0
model_parse_spring-v0_1_0
**Sentence to Graph parse model derived from the SPRING model's code.
SMATCH score = 83.
model_parse_spring-v0_1_0.tar.gz md5sum: 73df04968c5fab39d248fb2406648a0c
MetaData (amrlib_meta.json)
{
"model_type":"stog",
"version":"0.1.0",
"date":"2021-11-25",
"inference_module":".parse_spring.inference",
"inference_class":"Inference",
"model_fn":"model.pt",
"kwargs":{}
}
model_generate_t5wtense-v0_1_0
model_generate_t5wtense-v0_1_0
Graph to Sentence model based on the pre-trained HuggingFace T5 transformer with tense information
BLEU score = 44 for basic AMR graphs
BLEU score = 54 with tense information (part of speech tags) added
model_generate_t5wtense-v0_1_0.tar.gz checksum: ef1074064e64062af6b968d046d1dacf
MetaData (amrlib_meta.json)
{
"model_type":"gtos",
"version":"0.1.0",
"date":"2020-12-30",
"inference_module":".generate_t5wtense.inference",
"inference_class":"Inference",
"model_fn":"pytorch_model.bin",
"kwargs":{}
}
model_parse_t5-v0_1_0
model_parse_t5-v0_1_0
Sentence to Graph parse model based on the pre-trained HuggingFace T5 transformer.
SMATCH score = 81.
model_parse_t5-v0_1_0.tar.gz checksum: f2da07f2b08a5b4780442bbd3d165f02
MetaData (amrlib_meta.json)
{
"model_type":"stog",
"version":"0.1.0",
"date":"2020-12-12",
"inference_module":".parse_t5.inference",
"inference_class":"Inference",
"model_fn":"pytorch_model.bin",
"kwargs":{}
}