bart-base-paraphrasing-story

NICFRU/bart-base-paraphrasing-story

bart-base-paraphrasing-story 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. --

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At a glance

Library: transformers
License: apache-2.0
Model type: bart
Access: Public
Created: Jul 16, 2023
Updated: Jul 20, 2023
SHA: 3f2dc094

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: 0.135500
Rouge1: 32.399800
Rouge2: 25.275900
Rougel: 30.322200
Rougelsum: 31.459500
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: 16
eval_batch_size: 20
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
1.110900	1	20	0.649241	31.050300	23.973300	28.952200	30.114800	19.965200
0.707200	1	40	0.604967	30.421600	22.941900	28.194500	29.408600	19.998300
0.645800	1	60	0.577806	31.129700	24.142600	29.114900	30.237500	20.000000
0.657500	1	80	0.542420	31.140900	24.045000	29.186100	30.225700	19.998300
0.610200	1	100	0.555390	31.324400	24.399300	29.340700	30.487900	20.000000
0.612400	1	120	0.533283	31.907300	25.085300	29.983400	31.090100	20.000000
0.558100	1	140	0.503850	31.137500	24.259700	29.174700	30.297800	20.000000
0.617000	1	160	0.512676	31.575500	24.508400	29.472900	30.697700	20.000000
0.572100	1	180	0.470928	31.757700	24.963600	29.798800	30.949300	20.000000
0.563600	1	200	0.477484	31.277800	24.694900	29.496900	30.546500	19.998300
0.549000	1	220	0.464705	31.547900	24.783700	29.620100	30.717600	20.000000
0.545100	1	240	0.456029	31.406500	24.418500	29.394600	30.539200	20.000000
0.498000	1	260	0.420587	31.747000	24.919900	29.789400	30.891900	20.000000
0.497900	1	280	0.437126	31.403000	24.407800	29.435800	30.529800	20.000000
0.466600	2	300	0.416397	32.079200	25.387500	30.220300	31.262000	20.000000
0.446200	2	320	0.419514	32.079500	25.261900	30.184600	31.261500	20.000000
0.406300	2	340	0.417019	31.950400	25.306400	30.126200	31.165600	20.000000
0.411200	2	360	0.410052	32.384900	25.795600	30.624500	31.649300	20.000000
0.437800	2	380	0.412937	31.739100	24.850800	29.862100	30.982400	20.000000
0.419600	2	400	0.406854	31.489600	24.432500	29.517200	30.632900	20.000000
0.408400	2	420	0.404026	31.642200	24.846900	29.716100	30.829100	20.000000
0.438100	2	440	0.398692	31.769900	25.074000	29.930400	31.024500	20.000000
0.401300	2	460	0.400428	31.429500	24.790800	29.548700	30.704200	20.000000
0.395300	2	480	0.397955	31.831100	24.881600	29.782700	30.952200	20.000000
0.395500	2	500	0.400316	31.816000	25.031100	29.938200	31.070800	20.000000
0.427800	2	520	0.398385	32.100200	25.320300	30.257200	31.350800	20.000000
0.400900	2	540	0.397272	31.768100	24.850100	29.710100	30.932100	20.000000
0.427600	2	560	0.392695	31.930100	25.084900	29.957200	31.102900	20.000000
0.387900	3	580	0.399037	31.813900	24.913500	29.798900	31.021000	20.000000
0.323500	3	600	0.389272	31.992600	25.169800	30.063600	31.153100	19.995700
0.317300	3	620	0.386492	31.992100	25.154700	30.066900	31.195300	20.000000
0.330400	3	640	0.402186	31.302900	24.220400	29.340700	30.436700	20.000000
0.356700	3	660	0.389047	32.074300	25.118600	30.137500	31.212800	20.000000
0.338600	3	680	0.401531	31.940100	25.027400	29.987200	31.038700	20.000000
0.356700	3	700	0.376122	32.045000	25.249500	30.061100	31.190300	20.000000
0.344300	3	720	0.397580	32.053800	25.201600	30.177200	31.191000	20.000000
0.369000	3	740	0.382221	32.068400	25.105600	30.102400	31.223900	20.000000
0.310400	3	760	0.393573	31.869500	24.907200	29.931600	31.043200	20.000000
0.361200	3	780	0.383016	32.339000	25.427200	30.267200	31.476700	20.000000
0.321500	3	800	0.381312	31.966800	25.008000	30.008400	31.071000	20.000000
0.379600	3	820	0.389013	32.218900	25.378800	30.355500	31.413500	20.000000
0.346900	3	840	0.388966	31.900700	25.074500	30.031500	31.071600	20.000000
0.364500	3	860	0.382512	32.172200	25.309800	30.261900	31.279800	20.000000
0.279100	4	880	0.393970	31.498000	24.603300	29.558700	30.643000	20.000000
0.284700	4	900	0.391282	32.090000	25.168800	30.106400	31.227100	20.000000
0.301900	4	920	0.387117	32.137600	25.320700	30.234000	31.315000	20.000000
0.248700	4	940	0.393035	32.296800	25.379200	30.349900	31.486200	20.000000
0.302800	4	960	0.389426	32.488300	25.542800	30.532100	31.676000	20.000000
0.286500	4	980	0.405294	31.434500	24.362200	29.462400	30.605300	20.000000
0.282600	4	1000	0.391225	31.207100	24.081500	29.202400	30.333900	20.000000
0.258000	4	1020	0.392702	31.602000	24.586400	29.662000	30.753400	20.000000
0.276800	4	1040	0.385929	32.025900	24.915800	29.943700	31.137700	20.000000
0.280300	4	1060	0.395826	32.169600	25.301900	30.247000	31.350600	20.000000
0.307300	4	1080	0.391523	31.888500	24.968000	29.943900	31.068700	20.000000
0.290300	4	1100	0.378953	31.685000	24.868800	29.768200	30.838100	19.996500
0.285200	4	1120	0.384716	32.416400	25.605600	30.512500	31.584200	20.000000
0.280400	4	1140	0.383306	32.672600	25.866200	30.716700	31.826300	20.000000
0.301000	5	1160	0.388244	32.197300	25.377200	30.273700	31.360300	20.000000
0.259300	5	1180	0.394219	32.010500	24.821700	29.897100	31.045900	20.000000
0.229200	5	1200	0.399910	32.214100	25.272800	30.251200	31.332200	20.000000
0.265300	5	1220	0.399432	32.192400	25.345200	30.301100	31.364000	20.000000
0.265700	5	1240	0.400144	32.580400	25.887700	30.779800	31.800300	20.000000
0.235700	5	1260	0.389669	32.012300	25.066600	30.066500	31.202000	20.000000
0.268700	5	1280	0.385898	32.177500	25.199600	30.209200	31.331900	20.000000
0.240600	5	1300	0.384041	32.670000	25.872200	30.733200	31.822900	20.000000
0.240700	5	1320	0.387255	32.621700	25.810900	30.683900	31.748300	20.000000
0.242600	5	1340	0.393272	32.377200	25.487800	30.431500	31.525700	20.000000
0.267400	5	1360	0.390408	32.208000	25.233600	30.202300	31.362000	20.000000
0.241300	5	1380	0.387935	32.259800	25.131100	30.247800	31.354100	20.000000
0.238400	5	1400	0.403618	32.174700	25.150600	30.093700	31.344200	20.000000
0.259000	5	1420	0.396614	32.334800	25.372900	30.350300	31.511000	20.000000
0.243700	5	1440	0.397254	31.815800	24.716500	29.728900	30.880300	20.000000
0.201600	6	1460	0.395704	32.305900	25.363600	30.297500	31.433500	20.000000
0.205100	6	1480	0.396571	32.182700	25.160200	30.121500	31.282700	20.000000
0.224200	6	1500	0.398343	32.439600	25.334300	30.381300	31.509700	20.000000
0.224900	6	1520	0.395585	32.333800	25.477100	30.410600	31.494400	20.000000
0.216700	6	1540	0.404786	32.014500	25.052800	30.045800	31.203900	20.000000
0.227300	6	1560	0.397305	32.342300	25.545600	30.468800	31.516000	20.000000
0.211700	6	1580	0.401612	32.274000	25.443900	30.276200	31.440300	20.000000
0.210700	6	1600	0.399011	32.389400	25.518800	30.492800	31.613000	20.000000
0.230600	6	1620	0.393134	32.612400	25.817900	30.717100	31.801300	20.000000
0.201000	6	1640	0.401414	32.349800	25.302800	30.293100	31.457500	20.000000
0.211600	6	1660	0.391455	32.270900	25.483600	30.308200	31.460700	20.000000
0.198700	6	1680	0.396596	32.233000	25.212400	30.236400	31.355600	20.000000
0.226300	6	1700	0.401143	32.192100	25.220900	30.281400	31.391900	20.000000
0.238600	6	1720	0.391453	32.439000	25.479100	30.479800	31.613700	20.000000
0.200700	7	1740	0.398769	32.487600	25.642500	30.515500	31.662900	20.000000
0.186400	7	1760	0.400294	32.287400	25.251000	30.308100	31.437800	20.000000
0.176800	7	1780	0.406219	32.325100	25.401000	30.325000	31.505900	20.000000
0.190600	7	1800	0.398379	32.165700	25.140900	30.198300	31.349800	20.000000
0.177100	7	1820	0.406410	32.454800	25.475800	30.490200	31.540900	20.000000
0.198700	7	1840	0.396886	32.274000	25.247900	30.223400	31.407500	20.000000
0.196200	7	1860	0.407596	32.348300	25.156900	30.238300	31.413000	20.000000
0.167400	7	1880	0.405560	32.382000	25.506300	30.377600	31.519900	20.000000
0.198800	7	1900	0.409359	32.281700	25.331500	30.271900	31.423700	20.000000
0.202900	7	1920	0.405715	32.192000	25.054400	30.103300	31.341200	20.000000
0.210100	7	1940	0.402631	32.375500	25.331800	30.371700	31.527100	20.000000
0.199200	7	1960	0.403153	32.261700	25.227800	30.275300	31.404700	20.000000
0.192400	7	1980	0.406693	32.438400	25.486300	30.438700	31.580000	20.000000
0.210000	7	2000	0.397093	32.487200	25.537200	30.542800	31.687500	20.000000
0.186300	8	2020	0.403671	32.530700	25.529700	30.503900	31.651400	20.000000
0.171200	8	2040	0.406167	32.297300	25.244400	30.216400	31.406900	20.000000
0.159600	8	2060	0.413590	32.562300	25.551500	30.551000	31.677700	20.000000
0.191000	8	2080	0.406790	32.380000	25.326200	30.374900	31.476300	20.000000
0.149700	8	2100	0.419098	32.253200	25.283000	30.321300	31.422500	20.000000
0.174500	8	2120	0.410545	32.492700	25.497000	30.516600	31.623100	20.000000
0.178600	8	2140	0.405749	32.109100	25.057800	30.142800	31.178700	20.000000
0.172400	8	2160	0.413341	32.336500	25.260200	30.329000	31.456300	20.000000
0.199200	8	2180	0.402256	32.643900	25.630300	30.712600	31.744700	20.000000
0.182100	8	2200	0.401074	32.437400	25.420100	30.451300	31.558200	20.000000
0.165800	8	2220	0.408149	32.433600	25.306700	30.407500	31.537000	20.000000
0.164100	8	2240	0.407869	32.282900	25.398100	30.395100	31.471400	20.000000
0.174300	8	2260	0.412621	32.169700	25.171700	30.176700	31.304600	20.000000
0.178600	8	2280	0.407604	32.385700	25.380600	30.372900	31.494000	20.000000
0.160200	8	2300	0.408272	32.505100	25.568400	30.517300	31.657300	20.000000
0.166700	9	2320	0.405484	32.621300	25.726500	30.674400	31.786200	20.000000
0.148800	9	2340	0.413829	32.275700	25.185000	30.272300	31.355000	20.000000
0.161400	9	2360	0.413913	32.372700	25.201000	30.301500	31.506300	20.000000
0.155800	9	2380	0.414684	32.420600	25.395400	30.461500	31.533400	20.000000
0.170600	9	2400	0.403257	32.243600	25.152100	30.174700	31.333500	20.000000
0.162600	9	2420	0.408112	32.190200	25.136800	30.135900	31.295100	20.000000
0.160200	9	2440	0.413158	32.240100	25.255300	30.259300	31.391600	20.000000
0.165300	9	2460	0.408876	32.117800	24.999500	30.075400	31.187300	20.000000
0.157700	9	2480	0.418658	32.182700	25.065800	30.117200	31.251900	20.000000
0.152900	9	2500	0.412553	32.137700	25.021900	30.136700	31.234400	20.000000
0.153500	9	2520	0.411657	31.994400	24.742300	29.874600	31.051900	20.000000
0.152500	9	2540	0.404253	32.366500	25.086700	30.228600	31.393000	20.000000
0.163500	9	2560	0.406488	32.474000	25.284700	30.419900	31.541900	20.000000
0.175700	9	2580	0.406476	32.314300	25.101900	30.219300	31.342900	20.000000
0.156500	10	2600	0.411366	32.325400	25.088200	30.230000	31.382600	20.000000
0.147800	10	2620	0.411610	32.174600	24.935000	30.134600	31.225900	20.000000
0.154600	10	2640	0.416763	32.064800	24.824400	30.005100	31.147300	20.000000
0.147300	10	2660	0.413373	32.138200	24.856000	30.081100	31.209300	20.000000
0.140600	10	2680	0.416898	32.196500	25.032400	30.171700	31.282600	20.000000
0.146600	10	2700	0.414243	32.321500	25.131500	30.251500	31.376800	20.000000
0.154300	10	2720	0.411708	32.302400	25.028000	30.196800	31.338300	20.000000
0.146000	10	2740	0.412115	32.343600	25.191900	30.302900	31.403900	20.000000
0.140000	10	2760	0.414298	32.244000	25.085400	30.180300	31.292300	20.000000
0.150100	10	2780	0.416827	32.313100	25.206500	30.260700	31.390100	20.000000
0.153400	10	2800	0.415130	32.392200	25.266000	30.320600	31.461100	20.000000
0.143600	10	2820	0.414414	32.394300	25.249800	30.313800	31.445400	20.000000
0.153400	10	2840	0.414328	32.427100	25.294400	30.359600	31.485100	20.000000
0.145300	10	2860	0.414271	32.362800	25.219700	30.281900	31.420600	20.000000
0.135500	10	2880	0.414513	32.399800	25.275900	30.322200	31.459500	20.000000

Library: transformers
Type: bart
License: apache-2.0
Languages: en
Created: Jul 16, 2023
Updated: Jul 20, 2023