Total runs:
19.3K
Run Growth:
6.0K
Growth Rate:
30.89%
Sponsored by
APIMart
ytu-ce-cosmos / modernbert-tr-absa-extraction
Model's Last Updated: July 20 2026
token-classification
Introduction of modernbert-tr-absa-extraction
Model Details of modernbert-tr-absa-extraction
ModernBERT-TR Aspect Extraction
A 150M-parameter Turkish token classifier that extracts opinion targets with
O
,
B-ASP
, and
I-ASP
labels.
Results
Our model scores 64.09 +/- 0.30% exact entity-span F1 on the ABSA-TR test set. The released checkpoint scores 69.46% on the translated M-ABSA Turkish test set.
The quantized int8 version scores 61.30% on ABSA-TR test set.
Usage
from transformers import pipeline
extract = pipeline(
"token-classification",
model="ytu-ce-cosmos/modernbert-tr-absa-extraction",
aggregation_strategy="first",
)
extract("Kargo hızlıydı ama ürün kötüydü.")
You can call the tokenizer with
is_split_into_words=True
to allow the tokenizer to split the sentence into words, and keep the first WordPiece label for each word.
Training
We finetune
ytu-ce-cosmos/modernbert-tr-base
using about 8.7k translated M-ABSA records and 11,993 teacher-labeled data points. We use learning rate
4e-5
, batch size 32, 15 epochs, linear warmup and decay, no weight decay, and first-subword alignment.
Standalone binaries are available in the encoderfile repo .
License
Apache-2.0.
Runs of ytu-ce-cosmos modernbert-tr-absa-extraction on huggingface.co
28
Total runs
0
24-hour runs
-1
3-day runs
10
7-day runs
6
30-day runs
More Information About modernbert-tr-absa-extraction huggingface.co Model
Url of modernbert-tr-absa-extraction
modernbert-tr-absa-extraction huggingface.co Url
Provider of modernbert-tr-absa-extraction huggingface.co
Other API from ytu-ce-cosmos
Updated:December 01 2025
Total runs:
18.6K
Run Growth:
115
Growth Rate:
0.62%
Total runs:
3.9K
Run Growth:
1.6K
Growth Rate:
39.67%
Total runs:
1.9K
Run Growth:
-9.0K
Growth Rate:
-474.92%
Total runs:
1.7K
Run Growth:
-1.3K
Growth Rate:
-76.82%
Total runs:
1.3K
Run Growth:
441
Growth Rate:
32.89%
Total runs:
1.1K
Run Growth:
427
Growth Rate:
39.25%
Total runs:
1.1K
Run Growth:
0
Growth Rate:
0.00%
Total runs:
917
Run Growth:
845
Growth Rate:
92.15%
Total runs:
770
Run Growth:
269
Growth Rate:
34.94%
Total runs:
652
Run Growth:
-271
Growth Rate:
-41.56%
Total runs:
605
Run Growth:
-94
Growth Rate:
-15.54%
Total runs:
577
Run Growth:
279
Growth Rate:
48.35%
Total runs:
471
Run Growth:
-242
Growth Rate:
-51.38%
Total runs:
459
Run Growth:
206
Growth Rate:
44.88%
Total runs:
434
Run Growth:
14
Growth Rate:
3.23%
Total runs:
324
Run Growth:
151
Growth Rate:
46.60%
Total runs:
212
Run Growth:
42
Growth Rate:
19.81%
Total runs:
209
Run Growth:
3
Growth Rate:
1.44%
Total runs:
199
Run Growth:
163
Growth Rate:
81.91%
Total runs:
184
Run Growth:
40
Growth Rate:
21.74%
Total runs:
183
Run Growth:
129
Growth Rate:
70.49%
Total runs:
169
Run Growth:
-18
Growth Rate:
-10.65%
Total runs:
149
Run Growth:
64
Growth Rate:
42.95%
Total runs:
123
Run Growth:
67
Growth Rate:
54.47%
Total runs:
100
Run Growth:
100
Growth Rate:
100.00%
Total runs:
98
Run Growth:
-346
Growth Rate:
-353.06%
Total runs:
82
Run Growth:
-12
Growth Rate:
-14.63%
Total runs:
79
Run Growth:
0
Growth Rate:
0.00%
Total runs:
79
Run Growth:
1
Growth Rate:
1.27%
Total runs:
76
Run Growth:
56
Growth Rate:
73.68%
Total runs:
55
Run Growth:
34
Growth Rate:
61.82%
Total runs:
47
Run Growth:
2
Growth Rate:
4.26%
Total runs:
41
Run Growth:
-59
Growth Rate:
-143.90%
Total runs:
34
Run Growth:
22
Growth Rate:
64.71%
Total runs:
33
Run Growth:
33
Growth Rate:
100.00%
Total runs:
32
Run Growth:
29
Growth Rate:
90.63%
Total runs:
30
Run Growth:
-108
Growth Rate:
-360.00%
Total runs:
26
Run Growth:
26
Growth Rate:
100.00%
Total runs:
24
Run Growth:
18
Growth Rate:
75.00%
Total runs:
24
Run Growth:
24
Growth Rate:
100.00%
Total runs:
21
Run Growth:
21
Growth Rate:
100.00%
Total runs:
19
Run Growth:
-31
Growth Rate:
-163.16%
Total runs:
14
Run Growth:
3
Growth Rate:
21.43%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%