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 6
Browse files
eval/Information-Retrieval_evaluation_eval_results.csv
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@@ -4,3 +4,4 @@ epoch,steps,cosine-Accuracy@1,cosine-Accuracy@3,cosine-Accuracy@5,cosine-Accurac
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3.0,24,0.6252771618625277,0.8835920177383592,0.9390243902439024,0.9745011086474501,0.6252771618625277,0.6252771618625277,0.29453067257945303,0.8835920177383592,0.1878048780487805,0.9390243902439024,0.09745011086474502,0.9745011086474501,0.759677348396861,0.8131406204702663,0.7609307194216963
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4.0,32,0.6241685144124168,0.8835920177383592,0.9401330376940134,0.975609756097561,0.6241685144124168,0.6241685144124168,0.29453067257945303,0.8835920177383592,0.18802660753880268,0.9401330376940134,0.0975609756097561,0.975609756097561,0.7599637489881396,0.8136213487451881,0.7611712149645016
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5.0,40,0.6252771618625277,0.88470066518847,0.9390243902439024,0.9767184035476718,0.6252771618625277,0.6252771618625277,0.29490022172949004,0.88470066518847,0.1878048780487805,0.9390243902439024,0.09767184035476718,0.9767184035476718,0.7611507056629011,0.8147692547528804,0.7622636042011719
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3.0,24,0.6252771618625277,0.8835920177383592,0.9390243902439024,0.9745011086474501,0.6252771618625277,0.6252771618625277,0.29453067257945303,0.8835920177383592,0.1878048780487805,0.9390243902439024,0.09745011086474502,0.9745011086474501,0.759677348396861,0.8131406204702663,0.7609307194216963
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| 5 |
4.0,32,0.6241685144124168,0.8835920177383592,0.9401330376940134,0.975609756097561,0.6241685144124168,0.6241685144124168,0.29453067257945303,0.8835920177383592,0.18802660753880268,0.9401330376940134,0.0975609756097561,0.975609756097561,0.7599637489881396,0.8136213487451881,0.7611712149645016
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| 6 |
5.0,40,0.6252771618625277,0.88470066518847,0.9390243902439024,0.9767184035476718,0.6252771618625277,0.6252771618625277,0.29490022172949004,0.88470066518847,0.1878048780487805,0.9390243902439024,0.09767184035476718,0.9767184035476718,0.7611507056629011,0.8147692547528804,0.7622636042011719
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6.0,48,0.6175166297117517,0.885809312638581,0.9390243902439024,0.9767184035476718,0.6175166297117517,0.6175166297117517,0.295269770879527,0.885809312638581,0.1878048780487805,0.9390243902439024,0.09767184035476718,0.9767184035476718,0.7573271917784116,0.811953153225869,0.7584708896043009
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model.safetensors
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