Sentence Similarity
sentence-transformers
Safetensors
modernbert
feature-extraction
dense
Generated from Trainer
dataset_size:8118
loss:CachedMultipleNegativesRankingLoss
Eval Results (legacy)
text-embeddings-inference
Instructions to use benjamintli/modernbert-cosqa with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use benjamintli/modernbert-cosqa with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("benjamintli/modernbert-cosqa") sentences = [ "python create path if doesnt exist", "def clean_whitespace(string, compact=False):\n \"\"\"Return string with compressed whitespace.\"\"\"\n for a, b in (('\\r\\n', '\\n'), ('\\r', '\\n'), ('\\n\\n', '\\n'),\n ('\\t', ' '), (' ', ' ')):\n string = string.replace(a, b)\n if compact:\n for a, b in (('\\n', ' '), ('[ ', '['),\n (' ', ' '), (' ', ' '), (' ', ' ')):\n string = string.replace(a, b)\n return string.strip()", "def rotateImage(img, angle):\n \"\"\"\n\n querries scipy.ndimage.rotate routine\n :param img: image to be rotated\n :param angle: angle to be rotated (radian)\n :return: rotated image\n \"\"\"\n imgR = scipy.ndimage.rotate(img, angle, reshape=False)\n return imgR", "def check_create_folder(filename):\n \"\"\"Check if the folder exisits. If not, create the folder\"\"\"\n os.makedirs(os.path.dirname(filename), exist_ok=True)" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 5
Browse files
eval/Information-Retrieval_evaluation_eval_results.csv
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2.0,16,0.33370288248337027,0.516629711751663,0.6286031042128604,0.7394678492239468,0.33370288248337027,0.33370288248337027,0.17220990391722096,0.516629711751663,0.12572062084257205,0.6286031042128604,0.07394678492239466,0.7394678492239468,0.45413675078309185,0.5221769082514583,0.4645325761502345
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3.0,24,0.4623059866962306,0.6818181818181818,0.7760532150776053,0.8736141906873615,0.4623059866962306,0.4623059866962306,0.22727272727272727,0.6818181818181818,0.15521064301552107,0.7760532150776053,0.08736141906873614,0.8736141906873615,0.5945671875549922,0.6617775915785838,0.5996914520176738
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4.0,32,0.5022172949002217,0.7516629711751663,0.8281596452328159,0.9035476718403548,0.5022172949002217,0.5022172949002217,0.25055432372505543,0.7516629711751663,0.16563192904656318,0.8281596452328159,0.09035476718403547,0.9035476718403548,0.6415624010136205,0.705400566609953,0.6461149489091561
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2.0,16,0.33370288248337027,0.516629711751663,0.6286031042128604,0.7394678492239468,0.33370288248337027,0.33370288248337027,0.17220990391722096,0.516629711751663,0.12572062084257205,0.6286031042128604,0.07394678492239466,0.7394678492239468,0.45413675078309185,0.5221769082514583,0.4645325761502345
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| 5 |
4.0,32,0.5022172949002217,0.7516629711751663,0.8281596452328159,0.9035476718403548,0.5022172949002217,0.5022172949002217,0.25055432372505543,0.7516629711751663,0.16563192904656318,0.8281596452328159,0.09035476718403547,0.9035476718403548,0.6415624010136205,0.705400566609953,0.6461149489091561
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5.0,40,0.5133037694013304,0.7671840354767184,0.8370288248337029,0.9212860310421286,0.5133037694013304,0.5133037694013304,0.2557280118255728,0.7671840354767184,0.1674057649667406,0.8370288248337029,0.09212860310421285,0.9212860310421286,0.6550922992996169,0.7198846730813788,0.6584728308162124
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model.safetensors
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