bart-base-paraphrasing-science

NICFRU/bart-base-paraphrasing-science

bart-base-paraphrasing-science is a machine learning model from NICFRU. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

Downloads · 30 days

29% of all-time downloads

All-time downloads

Public

Repo size

1.1 GB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.bin558 MB · 99%

At a glance

Library: transformers
License: apache-2.0
Model type: bart
Access: Public
Created: Jul 14, 2023
Updated: Jul 14, 2023
SHA: 8f3aeaa5

Model card

From the Hugging Face model README

bart-base-paraphrasing

This model is a fine-tuned version of facebook/bart-base on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.309600
Rouge1: 37.346600
Rouge2: 31.232000
Rougel: 35.649300
Rougelsum: 36.620700
Gen Len: 20.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 4e-05
train_batch_size: 27
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
1.272100	15	1	0.728453	35.610300	28.460200	33.443200	34.660100	19.957500
0.828400	30	1	0.672391	35.944600	29.183200	33.994800	35.159600	19.961500
0.750400	45	1	0.621431	36.373600	29.659600	34.441700	35.605300	19.977000
0.728900	60	1	0.597063	36.034900	29.380400	34.177700	35.257100	19.970500
0.699800	75	1	0.585529	35.308700	28.488400	33.353300	34.456300	19.971500
0.698900	90	1	0.560137	35.956300	29.453500	34.155300	35.154300	19.970500
0.669100	105	1	0.555273	36.017400	29.399500	34.099400	35.162900	19.972500
0.637600	120	1	0.551375	36.357600	29.783200	34.549300	35.561400	19.976000
0.653500	135	1	0.530873	36.578900	30.080800	34.764800	35.789300	19.970000
0.597800	150	1	0.528142	36.219800	29.791800	34.459700	35.407700	19.974000
0.626600	165	1	0.510571	36.251200	29.698900	34.422100	35.432400	19.972500
0.585100	180	1	0.504067	36.191500	29.743700	34.408400	35.401300	19.969000
0.576700	195	1	0.495318	36.648900	30.248700	34.869300	35.885300	19.974000
0.549200	210	1	0.494409	36.392600	30.035800	34.577200	35.623000	19.972000
0.570000	225	1	0.479456	36.339100	29.928200	34.589300	35.569900	19.965500
0.550600	240	1	0.473431	36.646300	30.312000	34.851800	35.861300	19.964500
0.566200	255	1	0.471991	36.514700	30.070500	34.630700	35.685000	19.968500
0.539100	270	1	0.459127	36.328600	29.984900	34.568200	35.487200	19.968500
0.527300	285	1	0.449097	36.541300	30.132600	34.705300	35.714000	19.968500
0.521300	300	2	0.448960	35.926800	29.508400	34.115800	35.147400	19.973000
0.471900	315	2	0.443209	36.748400	30.365400	34.966500	35.956900	19.968500
0.499300	330	2	0.439178	36.783700	30.461400	35.037900	36.023900	19.968500
0.473100	345	2	0.422886	36.773600	30.514500	35.021000	35.998200	19.973500
0.459500	360	2	0.422479	37.235700	30.945100	35.394200	36.474400	19.970000
0.454900	375	2	0.421957	36.685800	30.390300	34.903800	35.925700	19.968500
0.456400	390	2	0.427490	36.233400	29.811500	34.441800	35.424200	19.971000
0.446300	405	2	0.420770	36.860900	30.457600	35.035000	36.068700	19.968500
0.462600	420	2	0.421138	36.468000	29.979500	34.586800	35.633500	19.971000
0.432000	435	2	0.411133	37.028300	30.761300	35.271100	36.271500	19.971500
0.470200	450	2	0.411541	36.740200	30.499000	34.988000	35.977300	19.968000
0.447200	465	2	0.402041	37.204600	30.997600	35.446300	36.492300	19.960500
0.461100	480	2	0.409818	36.912900	30.706900	35.156600	36.150000	19.966500
0.448500	495	2	0.412397	36.813800	30.550000	35.086000	36.037500	19.965000
0.440700	510	2	0.409341	36.976300	30.703900	35.230000	36.203300	19.968000
0.463100	525	2	0.409853	37.053500	30.862000	35.364300	36.332600	19.971000
0.460100	540	2	0.405348	36.580600	30.349600	34.859000	35.823700	19.966000
0.449700	555	2	0.404055	36.880000	30.500300	34.966900	36.023600	19.973500
0.445900	570	2	0.401167	37.105100	30.894400	35.349100	36.337700	19.969500
0.473600	585	2	0.401274	36.506000	30.272000	34.790700	35.759000	19.971000
0.435400	600	3	0.404944	37.093100	30.850100	35.391800	36.369500	19.971500
0.414500	615	3	0.400146	36.936300	30.789200	35.195400	36.203700	19.966500
0.395000	630	3	0.400189	37.110100	30.915400	35.420800	36.338100	19.966500
0.405000	645	3	0.401724	36.860300	30.623400	35.093600	36.080900	19.969500
0.403400	660	3	0.405606	36.777100	30.546200	35.065500	36.000200	19.969500
0.398700	675	3	0.403438	36.531700	30.283400	34.829400	35.730400	19.969500
0.398900	690	3	0.396970	36.871100	30.672100	35.157400	36.047400	19.970000
0.378900	705	3	0.413375	37.082500	30.848200	35.339000	36.312200	19.966000
0.391600	720	3	0.395604	37.091600	30.925600	35.404200	36.360200	19.969500
0.374400	735	3	0.398041	37.287600	31.112700	35.548900	36.543700	19.969000
0.390600	750	3	0.399400	37.050800	30.844900	35.278000	36.281900	19.969500
0.398800	765	3	0.391213	37.260900	31.090300	35.493200	36.499800	19.961500
0.391300	780	3	0.392255	37.062100	30.859300	35.327400	36.311500	19.968000
0.414400	795	3	0.390236	37.043600	30.738100	35.249800	36.285500	19.968000
0.369700	810	3	0.390666	36.889500	30.710500	35.129200	36.129500	19.968000
0.372800	825	3	0.389744	37.012200	30.853800	35.225400	36.279300	19.966000
0.380400	840	3	0.389610	36.834300	30.671600	35.048900	36.063700	19.966000
0.369000	855	3	0.385031	37.137800	31.043000	35.421100	36.393500	19.964500
0.386700	870	3	0.394869	36.993300	30.773100	35.204100	36.215400	19.966000
0.389100	885	3	0.387872	36.994300	30.764100	35.276000	36.250300	19.969500
0.381400	900	4	0.384406	37.118600	30.899300	35.351600	36.380200	19.969500
0.372500	915	4	0.386666	37.036800	31.053500	35.317800	36.293100	19.966000
0.351100	930	4	0.390876	36.950600	30.806400	35.247800	36.190500	19.963000
0.349200	945	4	0.391693	37.173400	31.020000	35.406700	36.414900	19.966000
0.350500	960	4	0.383120	37.257700	31.094200	35.502400	36.498700	19.966000
0.390000	975	4	0.384534	37.103900	30.999200	35.392100	36.383800	19.966000
0.343500	990	4	0.384099	37.074300	30.941700	35.361400	36.334900	19.969500
0.347800	1005	4	0.387656	37.011900	30.834300	35.252600	36.246700	19.968
0.359200	1020	4	0.385008	37.240300	31.078300	35.499300	36.470500	19.968
0.344100	1035	4	0.384319	37.118000	31.010800	35.419600	36.401000	19.966
0.344200	1050	4	0.390927	36.891900	30.697800	35.141600	36.116600	19.969
0.353900	1065	4	0.384563	36.790300	30.613100	35.060500	36.012600	19.969
0.354300	1080	4	0.380220	37.132800	31.021100	35.420000	36.377800	19.964
0.348800	1095	4	0.381104	37.158700	31.000300	35.437500	36.430800	19.961
0.349900	1110	4	0.385718	37.154600	30.992800	35.406500	36.413500	19.966
0.349200	1125	4	0.382857	37.023900	30.929500	35.318300	36.293200	19.970
0.351800	1140	4	0.380331	37.171800	31.037000	35.480200	36.478400	19.965
0.348700	1155	4	0.384382	37.249000	31.114500	35.577100	36.544200	19.970
0.325800	1170	4	0.382947	37.177400	31.042000	35.460600	36.450300	19.968
0.351700	1185	4	0.379098	37.160700	30.966800	35.463100	36.449000	19.969
0.329400	1200	5	0.379832	37.211700	31.117400	35.520400	36.500100	19.965
0.309000	1215	5	0.383461	37.303500	31.183800	35.599000	36.614000	19.970
0.321000	1230	5	0.380275	37.177500	31.081100	35.462400	36.473800	19.963
0.309200	1245	5	0.381899	37.235800	31.197100	35.568800	36.528000	19.966
0.326700	1260	5	0.381356	37.410200	31.257300	35.671300	36.697000	19.969
0.324700	1275	5	0.378781	37.407900	31.322100	35.681000	36.683100	19.965
0.303200	1290	5	0.381087	37.355700	31.308400	35.665500	36.628000	19.965
0.335000	1305	5	0.380627	37.274800	31.243800	35.603400	36.559800	19.966
0.349300	1320	5	0.376487	37.299100	31.221000	35.611200	36.573400	19.963
0.302400	1335	5	0.380785	37.333500	31.293000	35.679900	36.650200	19.966
0.309400	1350	5	0.381105	37.280400	31.195800	35.611700	36.565100	19.969
0.322900	1365	5	0.379658	37.368200	31.276900	35.680000	36.654900	19.969
0.334700	1380	5	0.381676	37.362700	31.288900	35.680600	36.643600	19.968
0.323700	1395	5	0.379920	37.312300	31.204800	35.614800	36.583400	19.968
0.334700	1410	5	0.379366	37.310300	31.205600	35.636400	36.595200	19.969
0.327300	1425	5	0.378289	37.275400	31.172700	35.575500	36.549500	19.969
0.326400	1440	5	0.378255	37.270000	31.164000	35.582100	36.543800	19.969
0.326600	1455	5	0.377739	37.300000	31.205400	35.621500	36.586100	19.969
0.335700	1470	5	0.377524	37.287400	31.189800	35.608700	36.578000	19.970
0.309600	1485	5	0.377617	37.346600	31.232000	35.649300	36.620700	19.969

Framework versions

Transformers 4.30.2
Pytorch 2.0.1+cu118
Datasets 2.13.1
Tokenizers 0.13.3

Library: transformers
Type: bart
License: apache-2.0
Languages: en
Created: Jul 14, 2023
Updated: Jul 14, 2023