Update spaCy pipeline

README.md

@@ -13,19 +13,19 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.6765457333
+      value: 0.8184673367
     - name: NER Recall
       type: recall
-      value: 0.7866904337
+      value: 0.7858866104
     - name: NER F Score
       type: f_score
-      value: 0.7274725275
+      value: 0.8018461538
 ---
 | Feature | Description |
 | --- | --- |
 | **Name** | `en_pipeline` |
 | **Version** | `0.0.0` |
-| **spaCy** | `>=3.5.1,<3.6.0` |
+| **spaCy** | `>=3.6.1,<3.7.0` |
 | **Default Pipeline** | `transformer`, `ner` |
 | **Components** | `transformer`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
@@ -49,8 +49,8 @@ model-index:
 
 | Type | Score |
 | --- | --- |
-| `ENTS_F` | 72.75 |
-| `ENTS_P` | 67.65 |
-| `ENTS_R` | 78.67 |
-| `TRANSFORMER_LOSS` | 226242.24 |
-| `NER_LOSS` | 5192776.38 |
+| `ENTS_F` | 80.18 |
+| `ENTS_P` | 81.85 |
+| `ENTS_R` | 78.59 |
+| `TRANSFORMER_LOSS` | 242502.27 |
+| `NER_LOSS` | 113952.88 |

config.cfg

@@ -1,6 +1,6 @@
 [paths]
-train = "/content/drive/MyDrive/resume_data/xlnet_experience/train.spacy"
-dev = "/content/drive/MyDrive/resume_data/xlnet_experience/dev.spacy"
+train = "/content/drive/MyDrive/Thesis/resume_data/bert/splitted_data/train.spacy"
+dev = "/content/drive/MyDrive/Thesis/resume_data/bert/splitted_data/validation.spacy"
 vectors = null
 init_tok2vec = null
 
@@ -49,7 +49,7 @@ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotati
 
 [components.transformer.model]
 @architectures = "spacy-transformers.TransformerModel.v3"
-name = "xlnet-base-cased"
+name = "roberta-base"
 mixed_precision = false
 
 [components.transformer.model.get_spans]

en_pipeline-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:af8cd2476df8ea70308f36bc80b3765cec0432a829550578bba1b59cd8ef11f9
-size 434878369
+oid sha256:390fc25556dbea8872fd6a3bb8e6b47f576ac6591ba06eeccb10125661064069
+size 442329898

meta.json

@@ -7,8 +7,8 @@
   "email":"",
   "url":"",
   "license":"",
-  "spacy_version":">=3.5.1,<3.6.0",
-  "spacy_git_version":"Unknown",
+  "spacy_version":">=3.6.1,<3.7.0",
+  "spacy_git_version":"458bc5f45",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -39,40 +39,40 @@
 
   ],
   "performance":{
-    "ents_f":0.7274725275,
-    "ents_p":0.6765457333,
-    "ents_r":0.7866904337,
+    "ents_f":0.8018461538,
+    "ents_p":0.8184673367,
+    "ents_r":0.7858866104,
     "ents_per_type":{
+      "skills":{
+        "p":0.8366762178,
+        "r":0.8148837209,
+        "f":0.8256361923
+      },
       "experience":{
-        "p":0.2589928058,
-        "r":0.288,
-        "f":0.2727272727
+        "p":0.4489795918,
+        "r":0.3098591549,
+        "f":0.3666666667
       },
       "degree":{
-        "p":0.7073170732,
-        "r":0.8130841121,
-        "f":0.7565217391
+        "p":0.9096385542,
+        "r":0.9096385542,
+        "f":0.9096385542
       },
       "majors":{
-        "p":0.7817258883,
-        "r":0.8191489362,
-        "f":0.8
-      },
-      "skills":{
-        "p":0.6711522288,
-        "r":0.8201438849,
-        "f":0.7382053654
+        "p":0.924137931,
+        "r":0.8375,
+        "f":0.8786885246
       },
       "publications":{
-        "p":0.8709677419,
-        "r":0.8852459016,
-        "f":0.8780487805
+        "p":0.7205882353,
+        "r":0.852173913,
+        "f":0.780876494
       }
     },
-    "transformer_loss":2262.4223817906,
-    "ner_loss":51927.7637708305
+    "transformer_loss":2425.0227167219,
+    "ner_loss":1139.5288169109
   },
   "requirements":[
-    "spacy-transformers>=1.2.2,<1.3.0"
+    "spacy-transformers>=1.2.5,<1.3.0"
   ]
 }

ner/moves

@@ -1 +1 @@
-��moves�
x{"0":{},"1":{"experience":27238,"publications":15615,"skills":5141,"majors":1744,"degree":1150},"2":{"experience":27238,"publications":15615,"skills":5141,"majors":1744,"degree":1150},"3":{"experience":27238,"publications":15615,"skills":5141,"majors":1744,"degree":1150},"4":{"experience":27238,"publications":15615,"skills":5141,"majors":1744,"degree":1150,"":1},"5":{"":1}}�cfg��neg_key�
+��moves�
x{"0":{},"1":{"experience":27438,"publications":14793,"skills":5485,"majors":2074,"degree":1325},"2":{"experience":27438,"publications":14793,"skills":5485,"majors":2074,"degree":1325},"3":{"experience":27438,"publications":14793,"skills":5485,"majors":2074,"degree":1325},"4":{"experience":27438,"publications":14793,"skills":5485,"majors":2074,"degree":1325,"":1},"5":{"":1}}�cfg��neg_key�

transformer/model

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3a21a24d8cd17bb7dc672095a8ea5dc1810bd336b91de18779e42c5ea34df38e
-size 470150187
+oid sha256:96ea1e75585459bb25a6218d4e52ca65b54eb4e3354ba940ae5b932062b076ee
+size 502030651