diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index 0cfc7b3..7527f7f 100644
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@@ -149006,7 +149006,7 @@ sport
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@@ -149015,20 +149015,20 @@ news
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@@ -149041,11 +149041,11 @@ news
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@@ -149067,8 +149067,7 @@ news
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@@ -149078,15 +149077,16 @@ news
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+sport
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+news
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@@ -149103,20 +149103,20 @@ opinion
 sport
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-opinion
+news
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+sport
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-opinion
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+news
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-culture
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@@ -149124,8 +149124,8 @@ lifestyle
 news
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-news
-news
+culture
+culture
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diff --git a/roberta_no_year_from_scratch/01_create_datasets.py b/roberta_no_year_from_scratch/01_create_datasets.py
new file mode 100644
index 0000000..c9d3e18
--- /dev/null
+++ b/roberta_no_year_from_scratch/01_create_datasets.py
@@ -0,0 +1,17 @@
+from config import LABELS_DICT
+
+with open('../test-A/in.tsv','r') as f_in, open(f'../test-A/huggingface_format.tsv', 'w') as f_hf:
+    f_hf.write('text\n')
+    for line_in in f_in:
+        _,_, text = line_in.split('\t')
+        f_hf.write(text)
+
+
+for dataset in 'train', 'dev-0':
+    with open(f'../{dataset}/in.tsv') as f_in, open(f'../{dataset}/expected.tsv') as f_exp, open(f'../{dataset}/huggingface_format.tsv','w') as f_hf:
+        f_hf.write('text\tlabel\n')
+        for line_in, line_exp in zip(f_in, f_exp):
+            label = LABELS_DICT[line_exp.rstrip('\n')]
+            _,_,text = line_in.rstrip('\n').split('\t')
+            f_hf.write(text +'\t'+ str(label) + '\n')
+
diff --git a/roberta_no_year_from_scratch/02_load_dataset.py b/roberta_no_year_from_scratch/02_load_dataset.py
new file mode 100644
index 0000000..7efff36
--- /dev/null
+++ b/roberta_no_year_from_scratch/02_load_dataset.py
@@ -0,0 +1,32 @@
+import pickle
+from datasets import load_dataset
+from transformers import AutoTokenizer, RobertaTokenizer
+from config import MODEL
+
+dataset = load_dataset('csv', sep='\t', data_files={'train': ['../train/huggingface_format.tsv'], 'test': ['../dev-0/huggingface_format.tsv']})
+test_dataset = load_dataset('csv', sep='\t', data_files ='../test-A/huggingface_format.tsv')
+
+tokenizer = RobertaTokenizer.from_pretrained(MODEL)
+
+def tokenize_function(examples):
+    return tokenizer(examples["text"], padding="max_length", truncation=True)
+
+tokenized_datasets = dataset.map(tokenize_function, batched=True)
+test_tokenized_datasets = test_dataset.map(tokenize_function, batched=True)
+
+train_dataset = tokenized_datasets["train"].shuffle(seed=42)
+eval_dataset_full = tokenized_datasets["test"]
+eval_dataset_small = tokenized_datasets["test"].select(range(2000))
+test_dataset = test_tokenized_datasets["train"]
+
+with open('train_dataset.pickle','wb') as f_p:
+    pickle.dump(train_dataset, f_p)
+
+with open('eval_dataset_small.pickle','wb') as f_p:
+    pickle.dump(eval_dataset_small, f_p)
+
+with open('eval_dataset_full.pickle','wb') as f_p:
+    pickle.dump(eval_dataset_full, f_p)
+
+with open('test_dataset.pickle','wb') as f_p:
+    pickle.dump(test_dataset, f_p)
diff --git a/roberta_no_year_from_scratch/03_train.py b/roberta_no_year_from_scratch/03_train.py
new file mode 100644
index 0000000..7975e9f
--- /dev/null
+++ b/roberta_no_year_from_scratch/03_train.py
@@ -0,0 +1,78 @@
+import pickle
+from config import LABELS_LIST, MODEL
+
+with open('train_dataset.pickle','rb') as f_p:
+    train_dataset = pickle.load(f_p)
+
+with open('eval_dataset_small.pickle','rb') as f_p:
+    eval_dataset_small = pickle.load(f_p)
+
+with open('eval_dataset_full.pickle','rb') as f_p:
+    eval_dataset_full = pickle.load(f_p)
+
+with open('test_dataset.pickle','rb') as f_p:
+    test_dataset = pickle.load(f_p)
+
+
+from transformers import RobertaTokenizer, RobertaForSequenceClassification, RobertaConfig
+
+#model = RobertaForSequenceClassification(RobertaConfig(num_labels=7))
+model = RobertaForSequenceClassification.from_pretrained('roberta-base',num_labels=7)
+model = RobertaForSequenceClassification(model.config)
+
+from transformers import TrainingArguments
+
+
+training_args = TrainingArguments("test_trainer",
+        per_device_train_batch_size=4,
+        per_device_eval_batch_size=4,
+        evaluation_strategy='steps',
+        #eval_steps=2_000,
+        #save_steps=2_000,
+        eval_steps=20_000,
+        save_steps=20_000,
+        num_train_epochs=20,
+        gradient_accumulation_steps=2,
+        learning_rate = 1e-6,
+        #warmup_steps=4_000,
+        warmup_steps=4,
+        load_best_model_at_end=True,
+        )
+
+import numpy as np
+from datasets import load_metric
+
+metric = load_metric("accuracy")
+
+def compute_metrics(eval_pred):
+    logits, labels = eval_pred
+    predictions = np.argmax(logits, axis=-1)
+    return metric.compute(predictions=predictions, references=labels)
+
+
+from transformers import Trainer
+
+trainer = Trainer(
+            model=model,
+            args=training_args,
+            train_dataset=train_dataset,
+            eval_dataset=eval_dataset_small,
+            compute_metrics=compute_metrics,
+            )
+
+trainer.train(resume_from_checkpoint=True)
+#trainer.train()
+trainer.save_model("./roberta-retrained")
+trainer.evaluate()
+
+
+eval_predictions = trainer.predict(eval_dataset_full).predictions.argmax(1)
+
+with open('../dev-0/out.tsv', 'w') as f_out:
+    for pred in eval_predictions:
+        f_out.write(LABELS_LIST[pred] + '\n')
+
+test_predictions = trainer.predict(test_dataset).predictions.argmax(1)
+with open('../test-A/out.tsv', 'w') as f_out:
+    for pred in test_predictions:
+        f_out.write(LABELS_LIST[pred] + '\n')
diff --git a/roberta_no_year_from_scratch/04_predict.py b/roberta_no_year_from_scratch/04_predict.py
new file mode 100644
index 0000000..e92437b
--- /dev/null
+++ b/roberta_no_year_from_scratch/04_predict.py
@@ -0,0 +1,24 @@
+import pickle
+from config import LABELS_LIST, MODEL
+from transformers import AutoTokenizer
+from tqdm import tqdm
+
+device = 'cpu'
+
+
+from transformers import AutoModelForSequenceClassification
+
+model = AutoModelForSequenceClassification.from_pretrained('test_trainer/checkpoint-620000/')
+tokenizer = AutoTokenizer.from_pretrained(MODEL)
+
+for dataset in ('dev-0', 'test-A'):
+    with open(f'../{dataset}/in.tsv') as f_in, open(f'../{dataset}/out.tsv','w') as f_out:
+        for line_in in tqdm(f_in, total=150_000):
+            _,_, text = line_in.split('\t')
+            text = text.rstrip('\n')
+            inputs = tokenizer(text, padding=True, truncation=True, return_tensors="pt").to(device)
+            outputs = model(**inputs)
+            probs = outputs[0].softmax(1)
+            prediction = LABELS_LIST[probs.argmax(1)]
+            f_out.write(prediction + '\n')
+
diff --git a/roberta_no_year_from_scratch/config.py b/roberta_no_year_from_scratch/config.py
new file mode 100644
index 0000000..4b62f72
--- /dev/null
+++ b/roberta_no_year_from_scratch/config.py
@@ -0,0 +1,18 @@
+LABELS_DICT = {'news':0,
+        'sport':1,
+        'business':2,
+        'opinion':3,
+        'culture':4,
+        'lifestyle':5,
+        'removed':6}
+
+
+LABELS_LIST = ['news',
+        'sport',
+        'business',
+        'opinion',
+        'culture',
+        'lifestyle',
+        'removed']
+
+MODEL = 'roberta-base'
diff --git a/roberta_no_year_from_scratch/logs b/roberta_no_year_from_scratch/logs
new file mode 100644
index 0000000..e69de29
diff --git a/test-A/out.tsv b/test-A/out.tsv
index eda3807..0d9af03 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,12 +1,12 @@
 sport
+lifestyle
 news
 news
 news
-sport
-news
 news
 sport
-business
+sport
+sport
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 opinion
@@ -17,46 +17,46 @@ sport
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-sport
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+lifestyle
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+news
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-opinion
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@@ -70,10 +70,10 @@ opinion
 opinion
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-business
+news
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-opinion
+culture
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@@ -81,22 +81,22 @@ business
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@@ -105,7 +105,7 @@ news
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@@ -113,7 +113,7 @@ news
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@@ -122,21 +122,21 @@ sport
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@@ -145,7 +145,7 @@ news
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@@ -156,13 +156,13 @@ news
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@@ -170,10 +170,10 @@ news
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@@ -182,27 +182,27 @@ news
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@@ -210,7 +210,7 @@ business
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@@ -230,13 +230,13 @@ business
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@@ -245,7 +245,7 @@ news
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@@ -254,30 +254,30 @@ business
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@@ -287,19 +287,19 @@ sport
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@@ -328,15 +328,15 @@ business
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@@ -346,11 +346,11 @@ news
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@@ -359,12 +359,12 @@ news
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@@ -378,7 +378,7 @@ news
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@@ -392,7 +392,7 @@ news
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@@ -400,19 +400,19 @@ sport
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@@ -430,55 +430,55 @@ news
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@@ -491,10 +491,10 @@ sport
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@@ -503,35 +503,35 @@ news
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@@ -546,12 +546,12 @@ sport
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@@ -559,25 +559,25 @@ news
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@@ -587,7 +587,7 @@ sport
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@@ -600,7 +600,7 @@ news
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@@ -615,17 +615,17 @@ news
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@@ -640,31 +640,31 @@ news
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@@ -673,8 +673,8 @@ business
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@@ -698,9 +698,10 @@ sport
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@@ -708,13 +709,12 @@ news
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@@ -728,13 +728,13 @@ sport
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@@ -745,31 +745,31 @@ sport
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@@ -783,7 +783,7 @@ news
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@@ -794,24 +794,24 @@ news
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@@ -824,15 +824,15 @@ news
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@@ -853,10 +853,10 @@ news
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@@ -864,7 +864,7 @@ sport
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@@ -914,7 +914,7 @@ news
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@@ -925,16 +925,16 @@ news
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@@ -942,17 +942,17 @@ news
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@@ -961,15 +961,15 @@ news
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@@ -983,17 +983,17 @@ news
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@@ -1002,7 +1002,7 @@ news
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@@ -1023,13 +1023,13 @@ news
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@@ -1039,37 +1039,37 @@ news
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@@ -1107,41 +1107,41 @@ business
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