Qwen3-Embedding-0.6B-netsecgame-finetuned

SentenceTransformer based on Qwen/Qwen3-Embedding-0.6B

This is a sentence-transformers model finetuned from Qwen/Qwen3-Embedding-0.6B on the netsecgame-embedding-finetuning dataset. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: Qwen/Qwen3-Embedding-0.6B <!-- at revision c54f2e6e80b2d7b7de06f51cec4959f6b3e03418 -->
• Maximum Sequence Length: 32768 tokens
• Output Dimensionality: 1024 dimensions
• Similarity Function: Cosine Similarity
• Training Dataset:
  • netsecgame-embedding-finetuning

<!-- - **Language:** Unknown --> <!-- - **License:** Unknown -->

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 32768, 'do_lower_case': False, 'architecture': 'Qwen3Model'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': True, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("stratosphere/Qwen3-Embedding-0.6B-netsecgame-finetuned")
# Run inference
queries = [
    "{\"known_networks\": [{\"ip\": \"172.20.7.0\", \"mask\": 24}, {\"ip\": \"172.20.6.0\", \"mask\": 24}, {\"ip\": \"172.20.8.0\", \"mask\": 24}, {\"ip\": \"32.8.23.1\", \"mask\": 26}], \"known_hosts\": [{\"ip\": \"172.20.8.2\"}, {\"ip\": \"172.20.8.4\"}, {\"ip\": \"172.20.7.4\"}, {\"ip\": \"172.20.8.1\"}, {\"ip\": \"172.20.8.3\"}, {\"ip\": \"172.20.8.5\"}, {\"ip\": \"32.8.23.1\"}, {\"ip\": \"172.20.8.6\"}], \"controlled_hosts\": [{\"ip\": \"172.20.7.4\"}, {\"ip\": \"32.8.23.1\"}, {\"ip\": \"172.20.8.4\"}, {\"ip\": \"172.20.8.2\"}], \"known_services\": {\"32.8.23.1\": [{\"name\": \"listener\", \"type\": \"passive\", \"version\": \"1.0.0\", \"is_local\": false}, {\"name\": \"bash\", \"type\": \"passive\", \"version\": \"5.0.0\", \"is_local\": true}], \"172.20.8.4\": [{\"name\": \"22/tcp, ssh\", \"type\": \"passive\", \"version\": \"8.1.0\", \"is_local\": false}, {\"name\": \"80/tcp, http\", \"type\": \"passive\", \"version\": \"1.4.54\", \"is_local\": false}, {\"name\": \"bash\", \"type\": \"passive\", \"version\": \"5.0.0\", \"is_local\": true}], \"172.20.8.2\": [{\"name\": \"445/tcp, microsoft-ds\", \"type\": \"passive\", \"version\": \"10.0.19041\", \"is_local\": false}, {\"name\": \"3389/tcp, ms-wbt-server\", \"type\": \"passive\", \"version\": \"10.0.19041\", \"is_local\": false}]}, \"known_data\": {\"172.20.8.4\": [{\"owner\": \"User2\", \"id\": \"WebServerData\", \"size\": 0, \"type\": \"\", \"content\": \"\"}]}, \"known_blocks\": {}}",
]
documents = [
    '{"known_networks": [{"ip": "172.20.7.0", "mask": 24}, {"ip": "172.20.6.0", "mask": 24}, {"ip": "172.20.8.0", "mask": 24}, {"ip": "32.8.23.1", "mask": 26}], "known_hosts": [{"ip": "172.20.8.2"}, {"ip": "172.20.8.4"}, {"ip": "172.20.7.4"}, {"ip": "172.20.8.1"}, {"ip": "172.20.8.3"}, {"ip": "172.20.8.5"}, {"ip": "32.8.23.1"}, {"ip": "172.20.8.6"}], "controlled_hosts": [{"ip": "172.20.7.4"}, {"ip": "172.20.8.2"}, {"ip": "32.8.23.1"}, {"ip": "172.20.8.4"}], "known_services": {"32.8.23.1": [{"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}, {"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "172.20.8.4": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "80/tcp, http", "type": "passive", "version": "1.4.54", "is_local": false}, {"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "172.20.8.2": [{"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}]}, "known_data": {"172.20.8.4": [{"owner": "User2", "id": "WebServerData", "size": 0, "type": "", "content": ""}]}, "known_blocks": {}}',
    '{"known_networks": [{"ip": "10.7.44.0", "mask": 24}, {"ip": "10.7.45.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "10.7.43.0", "mask": 24}], "known_hosts": [{"ip": "10.7.44.6"}, {"ip": "10.7.45.4"}, {"ip": "10.7.44.4"}, {"ip": "10.7.44.5"}, {"ip": "10.7.44.1"}, {"ip": "10.7.44.3"}, {"ip": "10.7.45.2"}, {"ip": "10.7.45.3"}, {"ip": "54.123.53.21"}, {"ip": "10.7.44.2"}], "controlled_hosts": [{"ip": "54.123.53.21"}, {"ip": "10.7.45.4"}, {"ip": "10.7.44.5"}], "known_services": {"54.123.53.21": [{"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}, {"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "10.7.45.4": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "80/tcp, http", "type": "passive", "version": "1.4.54", "is_local": false}], "10.7.45.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}], "10.7.44.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}]}, "known_data": {"10.7.45.4": [{"owner": "User2", "id": "WebServerData", "size": 0, "type": "", "content": ""}]}, "known_blocks": {}}',
    '{"known_networks": [{"ip": "10.0.46.0", "mask": 24}, {"ip": "10.0.47.0", "mask": 24}, {"ip": "10.0.45.0", "mask": 24}, {"ip": "55.34.2.4", "mask": 26}], "known_hosts": [{"ip": "10.0.46.6"}, {"ip": "10.0.46.1"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.2"}, {"ip": "10.0.46.2"}, {"ip": "10.0.46.4"}, {"ip": "10.0.46.3"}, {"ip": "10.0.46.5"}], "controlled_hosts": [{"ip": "10.0.46.3"}, {"ip": "10.0.46.2"}, {"ip": "55.34.2.5"}], "known_services": {"55.34.2.5": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}, {"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}], "10.0.46.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}], "10.0.46.5": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}], "10.0.47.3": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "5432/tcp, postgresql", "type": "passive", "version": "14.3.0", "is_local": false}]}, "known_data": {}, "known_blocks": {}}',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 1024] [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[0.1815, 0.1614, 0.1367]])

<!-- ### Direct Usage (Transformers) <details><summary>Click to see the direct usage in Transformers</summary> </details> --> <!-- ### Downstream Usage (Sentence Transformers) You can finetune this model on your own dataset. <details><summary>Click to expand</summary> </details> --> <!-- ### Out-of-Scope Use *List how the model may foreseeably be misused and address what users ought not to do with the model.* -->

Evaluation

Metrics

Triplet

• Dataset: netsecgame-test
• Evaluated with <code>TripletEvaluator</code> with these parameters:

  {
      "margin": {
          "cosine": 0.3,
          "dot": 0.3,
          "manhattan": 0.3,
          "euclidean": 0.3
      }
  }
  

<!-- ## Bias, Risks and Limitations *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* --> <!-- ### Recommendations *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* -->

Training Details

Training Dataset

netsecgame-embedding-finetuning

• Dataset: netsecgame-embedding-finetuning at df5f5c8
• Size: 10,505 training samples
• Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative
  type	string	string	string
  details	<ul><li>min: 241 tokens</li><li>mean: 710.25 tokens</li><li>max: 1362 tokens</li></ul>	<ul><li>min: 241 tokens</li><li>mean: 710.2 tokens</li><li>max: 1362 tokens</li></ul>	<ul><li>min: 258 tokens</li><li>mean: 709.58 tokens</li><li>max: 1308 tokens</li></ul>

• Samples:

  anchor	positive	negative
  <code>{"known_networks": [{"ip": "10.0.46.0", "mask": 24}, {"ip": "10.0.47.0", "mask": 24}, {"ip": "10.0.45.0", "mask": 24}, {"ip": "55.34.2.4", "mask": 26}], "known_hosts": [{"ip": "10.0.47.1"}, {"ip": "10.0.47.6"}, {"ip": "10.0.46.6"}, {"ip": "10.0.46.1"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.5"}, {"ip": "10.0.47.2"}, {"ip": "10.0.46.2"}, {"ip": "10.0.46.4"}, {"ip": "10.0.46.3"}, {"ip": "10.0.46.5"}], "controlled_hosts": [{"ip": "10.0.46.3"}, {"ip": "10.0.47.2"}, {"ip": "55.34.2.5"}], "known_services": {"55.34.2.5": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}, {"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}], "10.0.47.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}], "10.0.46.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "...</code>	<code>{"known_networks": [{"ip": "10.0.46.0", "mask": 24}, {"ip": "10.0.47.0", "mask": 24}, {"ip": "10.0.45.0", "mask": 24}, {"ip": "55.34.2.4", "mask": 26}], "known_hosts": [{"ip": "10.0.47.6"}, {"ip": "10.0.47.1"}, {"ip": "10.0.46.6"}, {"ip": "10.0.46.1"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.5"}, {"ip": "10.0.47.2"}, {"ip": "10.0.46.2"}, {"ip": "10.0.46.4"}, {"ip": "10.0.46.3"}, {"ip": "10.0.46.5"}], "controlled_hosts": [{"ip": "10.0.46.3"}, {"ip": "10.0.47.2"}, {"ip": "55.34.2.5"}], "known_services": {"55.34.2.5": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}, {"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}], "10.0.47.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}], "10.0.46.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "...</code>	<code>{"known_networks": [{"ip": "10.0.46.0", "mask": 24}, {"ip": "10.0.47.0", "mask": 24}, {"ip": "10.0.45.0", "mask": 24}, {"ip": "55.34.2.4", "mask": 26}], "known_hosts": [{"ip": "10.0.46.6"}, {"ip": "10.0.46.1"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.2"}, {"ip": "10.0.46.2"}, {"ip": "10.0.46.4"}, {"ip": "10.0.46.3"}, {"ip": "10.0.46.5"}], "controlled_hosts": [{"ip": "10.0.47.4"}, {"ip": "10.0.47.2"}, {"ip": "55.34.2.5"}, {"ip": "10.0.46.5"}], "known_services": {"55.34.2.5": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}, {"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}], "10.0.47.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}], "10.0.46.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}...</code>
  <code>{"known_networks": [{"ip": "10.0.46.0", "mask": 24}, {"ip": "10.0.47.0", "mask": 24}, {"ip": "10.0.45.0", "mask": 24}, {"ip": "55.34.2.4", "mask": 26}], "known_hosts": [{"ip": "10.0.47.6"}, {"ip": "10.0.47.1"}, {"ip": "10.0.46.6"}, {"ip": "10.0.46.1"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.5"}, {"ip": "10.0.47.2"}, {"ip": "10.0.46.2"}, {"ip": "10.0.46.4"}, {"ip": "10.0.46.3"}, {"ip": "10.0.46.5"}], "controlled_hosts": [{"ip": "10.0.46.6"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.2"}], "known_services": {"10.0.46.5": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}], "55.34.2.5": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}, {"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}], "10.0.46.6": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "10.0.47.4": [{"name": "bash", "type": "passive", "ve...</code>	<code>{"known_networks": [{"ip": "10.0.46.0", "mask": 24}, {"ip": "10.0.47.0", "mask": 24}, {"ip": "10.0.45.0", "mask": 24}, {"ip": "55.34.2.4", "mask": 26}], "known_hosts": [{"ip": "10.0.46.6"}, {"ip": "10.0.47.1"}, {"ip": "10.0.47.6"}, {"ip": "10.0.46.1"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.5"}, {"ip": "10.0.47.2"}, {"ip": "10.0.46.2"}, {"ip": "10.0.46.4"}, {"ip": "10.0.46.3"}, {"ip": "10.0.46.5"}], "controlled_hosts": [{"ip": "10.0.46.6"}, {"ip": "10.0.47.3"}, {"ip": "10.0.47.4"}, {"ip": "55.34.2.5"}, {"ip": "10.0.47.2"}], "known_services": {"10.0.46.5": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}], "55.34.2.5": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}, {"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}], "10.0.46.6": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "10.0.47.4": [{"name": "bash", "type": "passive", "ve...</code>	<code>{"known_networks": [{"ip": "172.20.7.0", "mask": 24}, {"ip": "172.20.6.0", "mask": 24}, {"ip": "172.20.8.0", "mask": 24}, {"ip": "32.8.23.1", "mask": 26}], "known_hosts": [{"ip": "172.20.8.2"}, {"ip": "172.20.7.1"}, {"ip": "172.20.8.4"}, {"ip": "172.20.7.6"}, {"ip": "172.20.7.4"}, {"ip": "172.20.7.5"}, {"ip": "172.20.7.3"}, {"ip": "172.20.8.1"}, {"ip": "172.20.8.3"}, {"ip": "172.20.8.5"}, {"ip": "32.8.23.1"}, {"ip": "172.20.8.6"}, {"ip": "172.20.7.2"}], "controlled_hosts": [{"ip": "172.20.8.2"}, {"ip": "172.20.8.4"}, {"ip": "172.20.7.5"}, {"ip": "172.20.8.3"}, {"ip": "32.8.23.1"}], "known_services": {"172.20.7.5": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "32.8.23.1": [{"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}, {"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "172.20.8.4": [{"name": "22/tcp, ssh", "type": "...</code>
  <code>{"known_networks": [{"ip": "172.19.0.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "172.19.1.0", "mask": 24}, {"ip": "172.19.2.0", "mask": 24}], "known_hosts": [{"ip": "172.19.1.4"}, {"ip": "172.19.1.1"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.5"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.6"}, {"ip": "172.19.1.3"}, {"ip": "172.19.2.4"}, {"ip": "172.19.1.2"}], "controlled_hosts": [{"ip": "172.19.1.4"}, {"ip": "172.19.1.5"}, {"ip": "101.32.5.23"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.3"}, {"ip": "172.19.1.2"}], "known_services": {"172.19.1.3": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.1.2": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "10...</code>	<code>{"known_networks": [{"ip": "172.19.0.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "172.19.1.0", "mask": 24}, {"ip": "172.19.2.0", "mask": 24}], "known_hosts": [{"ip": "172.19.1.4"}, {"ip": "172.19.1.1"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.5"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.6"}, {"ip": "172.19.1.3"}, {"ip": "172.19.2.4"}, {"ip": "172.19.1.2"}], "controlled_hosts": [{"ip": "172.19.1.4"}, {"ip": "172.19.1.5"}, {"ip": "101.32.5.23"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.3"}, {"ip": "172.19.1.2"}], "known_services": {"172.19.1.3": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.1.2": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "10...</code>	<code>{"known_networks": [{"ip": "172.19.0.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "172.19.1.0", "mask": 24}, {"ip": "172.19.2.0", "mask": 24}], "known_hosts": [{"ip": "172.19.1.4"}, {"ip": "172.19.1.1"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.5"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.6"}, {"ip": "172.19.1.3"}, {"ip": "172.19.2.4"}, {"ip": "172.19.1.2"}], "controlled_hosts": [{"ip": "172.19.1.4"}, {"ip": "172.19.1.5"}, {"ip": "101.32.5.23"}, {"ip": "172.19.2.2"}, {"ip": "172.19.1.2"}], "known_services": {"172.19.1.2": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.1.4": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}, {"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}], "101.32.5.23": [{"name": "bash", "type": "passive", "version": "5.0.0", "is...</code>

• Loss: <code>MultipleNegativesRankingLoss</code> with these parameters:

  {
      "scale": 30.0,
      "similarity_fct": "cos_sim",
      "gather_across_devices": false
  }
  

Evaluation Dataset

netsecgame-embedding-finetuning

• Dataset: netsecgame-embedding-finetuning at df5f5c8
• Size: 1,313 evaluation samples
• Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
• Approximate statistics based on the first 1000 samples:

  	anchor	positive	negative
  type	string	string	string
  details	<ul><li>min: 269 tokens</li><li>mean: 719.87 tokens</li><li>max: 1323 tokens</li></ul>	<ul><li>min: 269 tokens</li><li>mean: 719.96 tokens</li><li>max: 1323 tokens</li></ul>	<ul><li>min: 263 tokens</li><li>mean: 720.47 tokens</li><li>max: 1290 tokens</li></ul>

• Samples:

  anchor	positive	negative
  <code>{"known_networks": [{"ip": "172.19.0.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "172.19.1.0", "mask": 24}, {"ip": "172.19.2.0", "mask": 24}], "known_hosts": [{"ip": "172.19.2.5"}, {"ip": "172.19.1.1"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.5"}, {"ip": "172.19.1.4"}, {"ip": "172.19.2.6"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.6"}, {"ip": "172.19.1.3"}, {"ip": "172.19.2.4"}, {"ip": "172.19.2.1"}, {"ip": "172.19.1.2"}], "controlled_hosts": [{"ip": "172.19.2.3"}, {"ip": "172.19.1.3"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.2"}], "known_services": {"172.19.1.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.1.3": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.2.3": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true},...</code>	<code>{"known_networks": [{"ip": "172.19.0.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "172.19.1.0", "mask": 24}, {"ip": "172.19.2.0", "mask": 24}], "known_hosts": [{"ip": "172.19.2.5"}, {"ip": "172.19.1.4"}, {"ip": "172.19.1.1"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.5"}, {"ip": "172.19.2.6"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.6"}, {"ip": "172.19.1.3"}, {"ip": "172.19.2.4"}, {"ip": "172.19.2.1"}, {"ip": "172.19.1.2"}], "controlled_hosts": [{"ip": "172.19.2.3"}, {"ip": "172.19.1.3"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.2"}], "known_services": {"172.19.1.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.1.3": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.2.3": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true},...</code>	<code>{"known_networks": [{"ip": "192.168.3.0", "mask": 24}, {"ip": "192.168.2.0", "mask": 24}, {"ip": "213.47.23.192", "mask": 26}, {"ip": "192.168.1.0", "mask": 24}], "known_hosts": [{"ip": "192.168.2.3"}, {"ip": "192.168.2.6"}, {"ip": "192.168.2.2"}, {"ip": "192.168.2.5"}, {"ip": "192.168.2.4"}, {"ip": "213.47.23.195"}, {"ip": "192.168.1.4"}, {"ip": "192.168.1.2"}, {"ip": "192.168.2.1"}, {"ip": "192.168.1.3"}], "controlled_hosts": [{"ip": "192.168.1.2"}, {"ip": "192.168.2.4"}, {"ip": "213.47.23.195"}, {"ip": "192.168.1.3"}], "known_services": {"192.168.1.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "windows login", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}], "192.168.1.3": [{"name": "22/tcp, ssh", "type": "passive", "ver...</code>
  <code>{"known_networks": [{"ip": "172.20.7.0", "mask": 24}, {"ip": "172.20.6.0", "mask": 24}, {"ip": "172.20.8.0", "mask": 24}, {"ip": "32.8.23.1", "mask": 26}], "known_hosts": [{"ip": "172.20.8.2"}, {"ip": "172.20.8.4"}, {"ip": "172.20.8.3"}, {"ip": "32.8.23.1"}, {"ip": "172.20.7.2"}], "controlled_hosts": [{"ip": "172.20.8.2"}, {"ip": "32.8.23.1"}, {"ip": "172.20.7.2"}], "known_services": {"172.20.8.3": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "5432/tcp, postgresql", "type": "passive", "version": "14.3.0", "is_local": false}], "172.20.8.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "windows login", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}], "32.8.23.1": [{"name": "listene...</code>	<code>{"known_networks": [{"ip": "172.20.7.0", "mask": 24}, {"ip": "172.20.6.0", "mask": 24}, {"ip": "172.20.8.0", "mask": 24}, {"ip": "32.8.23.1", "mask": 26}], "known_hosts": [{"ip": "172.20.8.2"}, {"ip": "172.20.8.4"}, {"ip": "172.20.8.3"}, {"ip": "32.8.23.1"}, {"ip": "172.20.7.2"}], "controlled_hosts": [{"ip": "32.8.23.1"}, {"ip": "172.20.8.2"}, {"ip": "172.20.7.2"}], "known_services": {"172.20.8.3": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "5432/tcp, postgresql", "type": "passive", "version": "14.3.0", "is_local": false}], "172.20.8.2": [{"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "445/tcp, microsoft-ds", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "windows login", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}], "32.8.23.1": [{"name": "listene...</code>	<code>{"known_networks": [{"ip": "10.7.44.0", "mask": 24}, {"ip": "10.7.45.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "10.7.43.0", "mask": 24}], "known_hosts": [{"ip": "10.7.45.4"}, {"ip": "10.7.44.5"}, {"ip": "10.7.45.2"}, {"ip": "10.7.45.3"}, {"ip": "54.123.53.21"}], "controlled_hosts": [{"ip": "54.123.53.21"}, {"ip": "10.7.44.5"}, {"ip": "10.7.45.2"}], "known_services": {"54.123.53.21": [{"name": "listener", "type": "passive", "version": "1.0.0", "is_local": false}, {"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "10.7.45.3": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "5432/tcp, postgresql", "type": "passive", "version": "14.3.0", "is_local": false}], "10.7.45.2": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}, {"name": "445/tcp, microsoft-ds", "type": "passi...</code>
  <code>{"known_networks": [{"ip": "172.20.7.0", "mask": 24}, {"ip": "172.20.6.0", "mask": 24}, {"ip": "172.20.8.0", "mask": 24}, {"ip": "32.8.23.1", "mask": 26}], "known_hosts": [{"ip": "172.20.8.2"}, {"ip": "172.20.7.1"}, {"ip": "172.20.8.4"}, {"ip": "172.20.7.6"}, {"ip": "172.20.7.4"}, {"ip": "172.20.7.5"}, {"ip": "172.20.7.3"}, {"ip": "172.20.8.3"}, {"ip": "32.8.23.1"}, {"ip": "172.20.7.2"}], "controlled_hosts": [{"ip": "32.8.23.1"}, {"ip": "172.20.7.2"}], "known_services": {"172.20.7.2": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.20.8.4": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "80/tcp, http", "type": "passive", "version": "1.4.54", "is_local": false}]}, "known_data": {}, "known_blocks": {}}</code>	<code>{"known_networks": [{"ip": "172.20.7.0", "mask": 24}, {"ip": "172.20.6.0", "mask": 24}, {"ip": "172.20.8.0", "mask": 24}, {"ip": "32.8.23.1", "mask": 26}], "known_hosts": [{"ip": "172.20.8.2"}, {"ip": "172.20.7.1"}, {"ip": "172.20.8.4"}, {"ip": "172.20.7.6"}, {"ip": "172.20.7.4"}, {"ip": "172.20.7.5"}, {"ip": "172.20.7.3"}, {"ip": "172.20.8.3"}, {"ip": "32.8.23.1"}, {"ip": "172.20.7.2"}], "controlled_hosts": [{"ip": "32.8.23.1"}, {"ip": "172.20.7.2"}], "known_services": {"172.20.7.2": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.20.8.4": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}, {"name": "80/tcp, http", "type": "passive", "version": "1.4.54", "is_local": false}]}, "known_data": {}, "known_blocks": {}}</code>	<code>{"known_networks": [{"ip": "172.19.0.0", "mask": 24}, {"ip": "54.123.53.29", "mask": 26}, {"ip": "172.19.1.0", "mask": 24}, {"ip": "172.19.2.0", "mask": 24}], "known_hosts": [{"ip": "172.19.1.4"}, {"ip": "172.19.1.1"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.5"}, {"ip": "172.19.2.2"}, {"ip": "172.19.2.3"}, {"ip": "172.19.1.6"}, {"ip": "172.19.1.3"}, {"ip": "172.19.2.4"}, {"ip": "172.19.1.2"}], "controlled_hosts": [{"ip": "172.19.1.6"}, {"ip": "101.32.5.23"}, {"ip": "172.19.1.2"}], "known_services": {"172.19.1.2": [{"name": "powershell", "type": "passive", "version": "10.0.19041", "is_local": true}, {"name": "3389/tcp, ms-wbt-server", "type": "passive", "version": "10.0.19041", "is_local": false}], "172.19.1.6": [{"name": "bash", "type": "passive", "version": "5.0.0", "is_local": true}], "172.19.1.4": [{"name": "22/tcp, ssh", "type": "passive", "version": "8.1.0", "is_local": false}]}, "known_data": {}, "known_blocks": {}}</code>

• Loss: <code>MultipleNegativesRankingLoss</code> with these parameters:

  {
      "scale": 30.0,
      "similarity_fct": "cos_sim",
      "gather_across_devices": false
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 2
• per_device_eval_batch_size: 2
• learning_rate: 1e-06
• weight_decay: 0.01
• num_train_epochs: 1
• warmup_ratio: 0.1
• load_best_model_at_end: True
• batch_sampler: no_duplicates

All Hyperparameters

<details><summary>Click to expand</summary>

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 2
• per_device_eval_batch_size: 2
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 1e-06
• weight_decay: 0.01
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1.0
• num_train_epochs: 1
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: None
• warmup_ratio: 0.1
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• bf16: False
• fp16: False
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: True
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• project: huggingface
• trackio_space_id: trackio
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• include_for_metrics: []
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: no
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: True
• prompts: None
• batch_sampler: no_duplicates
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

</details>

Training Logs

• The bold row denotes the saved checkpoint.

Framework Versions

• Python: 3.12.12
• Sentence Transformers: 5.2.0
• Transformers: 4.57.6
• PyTorch: 2.9.0+cu126
• Accelerate: 1.12.0
• Datasets: 4.0.0
• Tokenizers: 0.22.2

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}

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