Training in progress epoch 0

README.md

@@ -15,12 +15,12 @@ probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Train Loss: 0.0762
-- Validation Loss: 0.0714
-- Train Precision: 0.8685
-- Train Recall: 0.8803
-- Train F1: 0.8744
-- Train Accuracy: 0.9737
+- Train Loss: 0.0761
+- Validation Loss: 0.0715
+- Train Precision: 0.8724
+- Train Recall: 0.8785
+- Train F1: 0.8755
+- Train Accuracy: 0.9740
 - Epoch: 0
 
 ## Model description
@@ -47,7 +47,7 @@ The following hyperparameters were used during training:
 
 | Train Loss | Validation Loss | Train Precision | Train Recall | Train F1 | Train Accuracy | Epoch |
 |:----------:|:---------------:|:---------------:|:------------:|:--------:|:--------------:|:-----:|
-| 0.0762     | 0.0714          | 0.8685          | 0.8803       | 0.8744   | 0.9737         | 0     |
+| 0.0761     | 0.0715          | 0.8724          | 0.8785       | 0.8755   | 0.9740         | 0     |
 
 
 ### Framework versions

logs/train/events.out.tfevents.1701597163.snek.3065.0.v2

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dececb6b2b75648d34398ec09b00125ac08114dc062aac2a4e415c6891c43ec3
+size 1606637

logs/validation/events.out.tfevents.1701598768.snek.3065.1.v2

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dab9f70eb4ec49ee646d115e75d5d4cf0641714138fa398a1bb3af1166639a90
+size 233

metrics_by_entity.txt

@@ -1,7 +1 @@
-{"ANIM": {"precision": 0.7179719330013581, "recall": 0.7030141843971631, "f1": 0.7104143337066069, "number": "4512"}, "BIO": {"precision": 0.4186046511627907, "recall": 0.782608695652174, "f1": 0.5454545454545454, "number": "92"}, "CEL": {"precision": 0.8632478632478633, "recall": 0.8347107438016529, "f1": 0.8487394957983193, "number": "242"}, "DIS": {"precision": 0.7223607647547797, "recall": 0.7167995600769865, "f1": 0.7195694176097158, "number": "7274"}, "EVE": {"precision": 0.9050445103857567, "recall": 0.8815028901734104, "f1": 0.8931185944363104, "number": "692"}, "FOOD": {"precision": 0.6604984894259819, "recall": 0.5081348053457292, "f1": 0.5743842364532019, "number": "6884"}, "INST": {"precision": 0.7647058823529411, "recall": 0.6724137931034483, "f1": 0.7155963302752292, "number": "116"}, "LOC": {"precision": 0.9668465019143753, "recall": 0.9695462478184991, "f1": 0.9681944928546532, "number": "22920"}, "MEDIA": {"precision": 0.9396396396396396, "recall": 0.9362657091561939, "f1": 0.9379496402877698, "number": "2228"}, "MYTH": {"precision": 0.8831168831168831, "recall": 0.6476190476190476, "f1": 0.7472527472527473, "number": "210"}, "ORG": {"precision": 0.9344133786255553, "recall": 0.9254658385093167, "f1": 0.9299180860746327, "number": "7728"}, "PER": {"precision": 0.9824064711830132, "recall": 0.9914285714285714, "f1": 0.9868969019807008, "number": "19600"}, "PLANT": {"precision": 0.6186696900982616, "recall": 0.7275555555555555, "f1": 0.6687091503267973, "number": "4500"}, "TIME": {"precision": 0.7660098522167488, "recall": 0.7530266343825666, "f1": 0.7594627594627594, "number": "826"}, "VEHI": {"precision": 0.7655172413793103, "recall": 0.7985611510791367, "f1": 0.7816901408450705, "number": "278"}, "overall_precision": 0.8795860284605433, "overall_recall": 0.8705538910655297, "overall_f1": 0.8750466531962267, "overall_accuracy": 0.9744046905128749}
-{"ANIM": {"precision": 0.692208904109589, "recall": 0.7167553191489362, "f1": 0.7042682926829269, "number": "4512"}, "BIO": {"precision": 0.6, "recall": 0.717391304347826, "f1": 0.6534653465346534, "number": "92"}, "CEL": {"precision": 0.8373983739837398, "recall": 0.8512396694214877, "f1": 0.8442622950819672, "number": "242"}, "DIS": {"precision": 0.7218543046357616, "recall": 0.7492438823205939, "f1": 0.7352941176470589, "number": "7274"}, "EVE": {"precision": 0.9098837209302325, "recall": 0.9046242774566474, "f1": 0.9072463768115941, "number": "692"}, "FOOD": {"precision": 0.6597385182701978, "recall": 0.5717606042998257, "f1": 0.6126070038910507, "number": "6884"}, "INST": {"precision": 0.6851851851851852, "recall": 0.6379310344827587, "f1": 0.6607142857142857, "number": "116"}, "LOC": {"precision": 0.9661237220585687, "recall": 0.9730366492146597, "f1": 0.9695678636640293, "number": "22920"}, "MEDIA": {"precision": 0.9225289403383793, "recall": 0.9299820466786356, "f1": 0.9262405006705409, "number": "2228"}, "MYTH": {"precision": 0.7614678899082569, "recall": 0.7904761904761904, "f1": 0.7757009345794392, "number": "210"}, "ORG": {"precision": 0.9409337116327057, "recall": 0.9440993788819876, "f1": 0.9425138870946905, "number": "7728"}, "PER": {"precision": 0.9903885480572597, "recall": 0.9883673469387755, "f1": 0.9893769152196119, "number": "19600"}, "PLANT": {"precision": 0.7287207565953211, "recall": 0.6506666666666666, "f1": 0.6874853251937075, "number": "4500"}, "TIME": {"precision": 0.7791878172588832, "recall": 0.7433414043583535, "f1": 0.7608426270136307, "number": "826"}, "VEHI": {"precision": 0.8461538461538461, "recall": 0.7913669064748201, "f1": 0.8178438661710037, "number": "278"}, "overall_precision": 0.8873272247243361, "overall_recall": 0.8778520396404702, "overall_f1": 0.8825642015833173, "overall_accuracy": 0.9755441050291082}
-{"ANIM": {"precision": 0.7218011591618368, "recall": 0.7176418439716312, "f1": 0.7197154923316293, "number": "4512"}, "BIO": {"precision": 0.55, "recall": 0.717391304347826, "f1": 0.6226415094339623, "number": "92"}, "CEL": {"precision": 0.816, "recall": 0.8429752066115702, "f1": 0.8292682926829268, "number": "242"}, "DIS": {"precision": 0.7411863458310016, "recall": 0.7283475391806434, "f1": 0.7347108584107612, "number": "7274"}, "EVE": {"precision": 0.9054441260744985, "recall": 0.9132947976878613, "f1": 0.9093525179856116, "number": "692"}, "FOOD": {"precision": 0.5606026534742523, "recall": 0.7242882045322487, "f1": 0.632019267334263, "number": "6884"}, "INST": {"precision": 0.7627118644067796, "recall": 0.7758620689655172, "f1": 0.7692307692307694, "number": "116"}, "LOC": {"precision": 0.9712608428984492, "recall": 0.9672774869109948, "f1": 0.969265072356053, "number": "22920"}, "MEDIA": {"precision": 0.9506057781919851, "recall": 0.9156193895870736, "f1": 0.9327846364883402, "number": "2228"}, "MYTH": {"precision": 0.8, "recall": 0.7619047619047619, "f1": 0.7804878048780488, "number": "210"}, "ORG": {"precision": 0.921966050164682, "recall": 0.9417701863354038, "f1": 0.9317628984765075, "number": "7728"}, "PER": {"precision": 0.987566245413779, "recall": 0.9887755102040816, "f1": 0.9881705078523353, "number": "19600"}, "PLANT": {"precision": 0.6393254120352626, "recall": 0.7413333333333333, "f1": 0.68656102078617, "number": "4500"}, "TIME": {"precision": 0.8592375366568915, "recall": 0.7094430992736077, "f1": 0.7771883289124668, "number": "826"}, "VEHI": {"precision": 0.7794117647058824, "recall": 0.762589928057554, "f1": 0.770909090909091, "number": "278"}, "overall_precision": 0.8647239872915012, "overall_recall": 0.8921154387851784, "overall_f1": 0.8782061785502717, "overall_accuracy": 0.9741163771231398}
-{"ANIM": {"precision": 0.6992203528929011, "recall": 0.7553191489361702, "f1": 0.7261879394843385, "number": "4512"}, "BIO": {"precision": 0.28448275862068967, "recall": 0.717391304347826, "f1": 0.40740740740740744, "number": "92"}, "CEL": {"precision": 0.8536585365853658, "recall": 0.8677685950413223, "f1": 0.8606557377049181, "number": "242"}, "DIS": {"precision": 0.7090818363273453, "recall": 0.7814132526807809, "f1": 0.7434924787442773, "number": "7274"}, "EVE": {"precision": 0.8997134670487106, "recall": 0.9075144508670521, "f1": 0.9035971223021584, "number": "692"}, "FOOD": {"precision": 0.6394658753709199, "recall": 0.6260894828588031, "f1": 0.6327069876688198, "number": "6884"}, "INST": {"precision": 0.8, "recall": 0.6896551724137931, "f1": 0.7407407407407408, "number": "116"}, "LOC": {"precision": 0.964368906910534, "recall": 0.9753926701570681, "f1": 0.9698494642314868, "number": "22920"}, "MEDIA": {"precision": 0.9254658385093167, "recall": 0.9362657091561939, "f1": 0.9308344489067382, "number": "2228"}, "MYTH": {"precision": 0.704225352112676, "recall": 0.9523809523809523, "f1": 0.8097165991902833, "number": "210"}, "ORG": {"precision": 0.9358081979891725, "recall": 0.9394409937888198, "f1": 0.9376210771018985, "number": "7728"}, "PER": {"precision": 0.9933203165142329, "recall": 0.9863265306122448, "f1": 0.9898110695816907, "number": "19600"}, "PLANT": {"precision": 0.6655476290390264, "recall": 0.7048888888888889, "f1": 0.6846535721994388, "number": "4500"}, "TIME": {"precision": 0.7963446475195822, "recall": 0.738498789346247, "f1": 0.7663316582914572, "number": "826"}, "VEHI": {"precision": 0.7755102040816326, "recall": 0.8201438848920863, "f1": 0.7972027972027972, "number": "278"}, "overall_precision": 0.8739582287378251, "overall_recall": 0.8915264653914112, "overall_f1": 0.8826549368083462, "overall_accuracy": 0.9750897231268856}
-{"ANIM": {"precision": 0.7017777777777777, "recall": 0.6999113475177305, "f1": 0.7008433200177541, "number": "4512"}, "BIO": {"precision": 0.34615384615384615, "recall": 0.782608695652174, "f1": 0.48, "number": "92"}, "CEL": {"precision": 0.856, "recall": 0.8842975206611571, "f1": 0.8699186991869919, "number": "242"}, "DIS": {"precision": 0.7411153635866594, "recall": 0.7453945559527083, "f1": 0.7432488005483208, "number": "7274"}, "EVE": {"precision": 0.8842975206611571, "recall": 0.9277456647398844, "f1": 0.9055007052186178, "number": "692"}, "FOOD": {"precision": 0.6119067677618646, "recall": 0.6330621731551423, "f1": 0.6223047265457661, "number": "6884"}, "INST": {"precision": 0.6818181818181818, "recall": 0.7758620689655172, "f1": 0.7258064516129032, "number": "116"}, "LOC": {"precision": 0.9707236556337416, "recall": 0.975043630017452, "f1": 0.9728788472421749, "number": "22920"}, "MEDIA": {"precision": 0.948291782086796, "recall": 0.921903052064632, "f1": 0.9349112426035503, "number": "2228"}, "MYTH": {"precision": 0.8625, "recall": 0.6571428571428571, "f1": 0.745945945945946, "number": "210"}, "ORG": {"precision": 0.9344430217669655, "recall": 0.9443581780538303, "f1": 0.9393744368644614, "number": "7728"}, "PER": {"precision": 0.9882820460566537, "recall": 0.9896938775510205, "f1": 0.9889874579382074, "number": "19600"}, "PLANT": {"precision": 0.6855875831485587, "recall": 0.6871111111111111, "f1": 0.6863485016648169, "number": "4500"}, "TIME": {"precision": 0.7602905569007264, "recall": 0.7602905569007264, "f1": 0.7602905569007264, "number": "826"}, "VEHI": {"precision": 0.7551020408163265, "recall": 0.7985611510791367, "f1": 0.7762237762237761, "number": "278"}, "overall_precision": 0.8787847972543537, "overall_recall": 0.8851757957542701, "overall_f1": 0.881968718903886, "overall_accuracy": 0.9750274474347028}
-{"ANIM": {"precision": 0.7016861219195849, "recall": 0.7194148936170213, "f1": 0.7104399212081417, "number": "4512"}, "BIO": {"precision": 0.813953488372093, "recall": 0.7608695652173914, "f1": 0.7865168539325844, "number": "92"}, "CEL": {"precision": 0.7928571428571428, "recall": 0.9173553719008265, "f1": 0.8505747126436781, "number": "242"}, "DIS": {"precision": 0.72852680895367, "recall": 0.7695903216937036, "f1": 0.7484957882069795, "number": "7274"}, "EVE": {"precision": 0.9085714285714286, "recall": 0.9190751445086706, "f1": 0.9137931034482759, "number": "692"}, "FOOD": {"precision": 0.6338973162193698, "recall": 0.6313190005810575, "f1": 0.6326055312954876, "number": "6884"}, "INST": {"precision": 0.6440677966101694, "recall": 0.6551724137931034, "f1": 0.6495726495726496, "number": "116"}, "LOC": {"precision": 0.9685046239748735, "recall": 0.9686736474694589, "f1": 0.9685891283483116, "number": "22920"}, "MEDIA": {"precision": 0.9391462306993642, "recall": 0.9281867145421903, "f1": 0.9336343115124153, "number": "2228"}, "MYTH": {"precision": 0.8865979381443299, "recall": 0.819047619047619, "f1": 0.8514851485148515, "number": "210"}, "ORG": {"precision": 0.9174818159016804, "recall": 0.9466873706004141, "f1": 0.9318558145459177, "number": "7728"}, "PER": {"precision": 0.9847669340916015, "recall": 0.9894897959183674, "f1": 0.9871227159362753, "number": "19600"}, "PLANT": {"precision": 0.6569072164948454, "recall": 0.708, "f1": 0.6814973262032087, "number": "4500"}, "TIME": {"precision": 0.7871287128712872, "recall": 0.7699757869249395, "f1": 0.7784577723378213, "number": "826"}, "VEHI": {"precision": 0.7481481481481481, "recall": 0.7266187050359713, "f1": 0.7372262773722628, "number": "278"}, "overall_precision": 0.8751545429313956, "overall_recall": 0.888197485339684, "overall_f1": 0.8816277769305069, "overall_accuracy": 0.9749882368136988}
-{"ANIM": {"precision": 0.7297167546807489, "recall": 0.6737588652482269, "f1": 0.7006222631942843, "number": "4512"}, "BIO": {"precision": 0.4065934065934066, "recall": 0.8043478260869565, "f1": 0.54014598540146, "number": "92"}, "CEL": {"precision": 0.8174603174603174, "recall": 0.8512396694214877, "f1": 0.8340080971659919, "number": "242"}, "DIS": {"precision": 0.6848352713178295, "recall": 0.7772889744294749, "f1": 0.7281390856406954, "number": "7274"}, "EVE": {"precision": 0.9446153846153846, "recall": 0.8872832369942196, "f1": 0.9150521609538004, "number": "692"}, "FOOD": {"precision": 0.598912109934154, "recall": 0.6077861708309122, "f1": 0.6033165104542177, "number": "6884"}, "INST": {"precision": 0.4657534246575342, "recall": 0.5862068965517241, "f1": 0.5190839694656488, "number": "116"}, "LOC": {"precision": 0.9699393513228444, "recall": 0.962914485165794, "f1": 0.9664141524718658, "number": "22920"}, "MEDIA": {"precision": 0.9393656716417911, "recall": 0.9039497307001796, "f1": 0.9213174748398902, "number": "2228"}, "MYTH": {"precision": 0.9622641509433962, "recall": 0.4857142857142857, "f1": 0.6455696202531644, "number": "210"}, "ORG": {"precision": 0.9267296400306357, "recall": 0.9394409937888198, "f1": 0.9330420254466008, "number": "7728"}, "PER": {"precision": 0.9887080366225839, "recall": 0.991734693877551, "f1": 0.9902190524707081, "number": "19600"}, "PLANT": {"precision": 0.642968142968143, "recall": 0.7355555555555555, "f1": 0.6861525704809287, "number": "4500"}, "TIME": {"precision": 0.8138138138138138, "recall": 0.6561743341404358, "f1": 0.7265415549597856, "number": "826"}, "VEHI": {"precision": 0.8476190476190476, "recall": 0.6402877697841727, "f1": 0.7295081967213114, "number": "278"}, "overall_precision": 0.868544719555331, "overall_recall": 0.8803103633709765, "overall_f1": 0.8743879640345411, "overall_accuracy": 0.9736942863205675}
+{"ANIM": {"precision": 0.7339578454332553, "recall": 0.6945921985815603, "f1": 0.7137326349350945, "number": "4512"}, "BIO": {"precision": 0.5217391304347826, "recall": 0.782608695652174, "f1": 0.6260869565217392, "number": "92"}, "CEL": {"precision": 0.695364238410596, "recall": 0.8677685950413223, "f1": 0.7720588235294118, "number": "242"}, "DIS": {"precision": 0.7090471092077087, "recall": 0.7283475391806434, "f1": 0.7185677471856775, "number": "7274"}, "EVE": {"precision": 0.9156976744186046, "recall": 0.9104046242774566, "f1": 0.9130434782608694, "number": "692"}, "FOOD": {"precision": 0.6234283961974855, "recall": 0.5906449738524114, "f1": 0.6065940623601372, "number": "6884"}, "INST": {"precision": 0.5660377358490566, "recall": 0.5172413793103449, "f1": 0.5405405405405406, "number": "116"}, "LOC": {"precision": 0.9640635798203179, "recall": 0.9738219895287958, "f1": 0.9689182149678763, "number": "22920"}, "MEDIA": {"precision": 0.946927374301676, "recall": 0.9129263913824057, "f1": 0.9296160877513711, "number": "2228"}, "MYTH": {"precision": 0.8240740740740741, "recall": 0.8476190476190476, "f1": 0.8356807511737089, "number": "210"}, "ORG": {"precision": 0.9337825579888558, "recall": 0.9324534161490683, "f1": 0.9331175137584978, "number": "7728"}, "PER": {"precision": 0.9934311813609771, "recall": 0.9876530612244898, "f1": 0.9905336949291306, "number": "19600"}, "PLANT": {"precision": 0.6034673552194763, "recall": 0.7271111111111112, "f1": 0.6595444466841363, "number": "4500"}, "TIME": {"precision": 0.762402088772846, "recall": 0.7070217917675545, "f1": 0.7336683417085427, "number": "826"}, "VEHI": {"precision": 0.7950819672131147, "recall": 0.697841726618705, "f1": 0.7432950191570882, "number": "278"}, "overall_precision": 0.8724332159340868, "overall_recall": 0.878543443189675, "overall_f1": 0.8754776684040293, "overall_accuracy": 0.9740321896133372}

tf_model.h5

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f5917c5d14f5ef7ee3356817e61a3d2ac306d1d1242312412adecc15f3f0aaae
+oid sha256:0e9d97575a1a0f7505b1a547f85b502f7e51b04943219f2d344d5ff704493f5c
 size 265674000